BibTeX records: Frank Hutter

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@article{DBLP:journals/jair/WeertsPFEBAVPBH24,
  author       = {Hilde J. P. Weerts and
                  Florian Pfisterer and
                  Matthias Feurer and
                  Katharina Eggensperger and
                  Edward Bergman and
                  Noor H. Awad and
                  Joaquin Vanschoren and
                  Mykola Pechenizkiy and
                  Bernd Bischl and
                  Frank Hutter},
  title        = {Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware
                  AutoML},
  journal      = {J. Artif. Intell. Res.},
  volume       = {79},
  pages        = {639--677},
  year         = {2024},
  url          = {https://doi.org/10.1613/jair.1.14747},
  doi          = {10.1613/JAIR.1.14747},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/WeertsPFEBAVPBH24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-05351,
  author       = {Frederic Runge and
                  J{\"{o}}rg K. H. Franke and
                  Daniel Fertmann and
                  Frank Hutter},
  title        = {Rethinking Performance Measures of {RNA} Secondary Structure Problems},
  journal      = {CoRR},
  volume       = {abs/2401.05351},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.05351},
  doi          = {10.48550/ARXIV.2401.05351},
  eprinttype    = {arXiv},
  eprint       = {2401.05351},
  timestamp    = {Fri, 26 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-05351.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-03170,
  author       = {Riccardo Grazzi and
                  Julien Siems and
                  Simon Schrodi and
                  Thomas Brox and
                  Frank Hutter},
  title        = {Is Mamba Capable of In-Context Learning?},
  journal      = {CoRR},
  volume       = {abs/2402.03170},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.03170},
  doi          = {10.48550/ARXIV.2402.03170},
  eprinttype    = {arXiv},
  eprint       = {2402.03170},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-03170.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-11137,
  author       = {Benjamin Feuer and
                  Robin Tibor Schirrmeister and
                  Valeriia Cherepanova and
                  Chinmay Hegde and
                  Frank Hutter and
                  Micah Goldblum and
                  Niv Cohen and
                  Colin White},
  title        = {TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks},
  journal      = {CoRR},
  volume       = {abs/2402.11137},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.11137},
  doi          = {10.48550/ARXIV.2402.11137},
  eprinttype    = {arXiv},
  eprint       = {2402.11137},
  timestamp    = {Mon, 26 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-11137.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-18153,
  author       = {Bedionita Soro and
                  Bruno Andreis and
                  Hayeon Lee and
                  Song Chong and
                  Frank Hutter and
                  Sung Ju Hwang},
  title        = {Diffusion-based Neural Network Weights Generation},
  journal      = {CoRR},
  volume       = {abs/2402.18153},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.18153},
  doi          = {10.48550/ARXIV.2402.18153},
  eprinttype    = {arXiv},
  eprint       = {2402.18153},
  timestamp    = {Tue, 26 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-18153.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-18213,
  author       = {Rhea Sanjay Sukthanker and
                  Arber Zela and
                  Benedikt Staffler and
                  Samuel Dooley and
                  Josif Grabocka and
                  Frank Hutter},
  title        = {Multi-objective Differentiable Neural Architecture Search},
  journal      = {CoRR},
  volume       = {abs/2402.18213},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.18213},
  doi          = {10.48550/ARXIV.2402.18213},
  eprinttype    = {arXiv},
  eprint       = {2402.18213},
  timestamp    = {Tue, 26 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-18213.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/MohanEZMSBVH23,
  author       = {Rohit Mohan and
                  Thomas Elsken and
                  Arber Zela and
                  Jan Hendrik Metzen and
                  Benedikt Staffler and
                  Thomas Brox and
                  Abhinav Valada and
                  Frank Hutter},
  title        = {Neural Architecture Search for Dense Prediction Tasks in Computer
                  Vision},
  journal      = {Int. J. Comput. Vis.},
  volume       = {131},
  number       = {7},
  pages        = {1784--1807},
  year         = {2023},
  url          = {https://doi.org/10.1007/s11263-023-01785-y},
  doi          = {10.1007/S11263-023-01785-Y},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcv/MohanEZMSBVH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/RajanDGFBHH23,
  author       = {Raghu Rajan and
                  Jessica Lizeth Borja Diaz and
                  Suresh Guttikonda and
                  Fabio Ferreira and
                  Andr{\'{e}} Biedenkapp and
                  Jan Ole von Hartz and
                  Frank Hutter},
  title        = {{MDP} Playground: An Analysis and Debug Testbed for Reinforcement
                  Learning},
  journal      = {J. Artif. Intell. Res.},
  volume       = {77},
  pages        = {821--890},
  year         = {2023},
  url          = {https://doi.org/10.1613/jair.1.14314},
  doi          = {10.1613/JAIR.1.14314},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jair/RajanDGFBHH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/RuhkopfMDTHL23,
  author       = {Tim Ruhkopf and
                  Aditya Mohan and
                  Difan Deng and
                  Alexander Tornede and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {{MASIF:} Meta-learned Algorithm Selection using Implicit Fidelity
                  Information},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023},
  url          = {https://openreview.net/forum?id=5aYGXxByI6},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tmlr/RuhkopfMDTHL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/Hollmann0EH23,
  author       = {Noah Hollmann and
                  Samuel M{\"{u}}ller and
                  Katharina Eggensperger and
                  Frank Hutter},
  title        = {TabPFN: {A} Transformer That Solves Small Tabular Classification Problems
                  in a Second},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=cp5PvcI6w8\_},
  timestamp    = {Fri, 30 Jun 2023 14:38:38 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/Hollmann0EH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ShalaBHG23,
  author       = {Gresa Shala and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter and
                  Josif Grabocka},
  title        = {Gray-Box Gaussian Processes for Automated Reinforcement Learning},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=rmoMvptXK7M},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ShalaBHG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ShalaEHG23,
  author       = {Gresa Shala and
                  Thomas Elsken and
                  Frank Hutter and
                  Josif Grabocka},
  title        = {Transfer {NAS} with Meta-learned Bayesian Surrogates},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=paGvsrl4Ntr},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ShalaEHG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/0005FHH23,
  author       = {Samuel M{\"{u}}ller and
                  Matthias Feurer and
                  Noah Hollmann and
                  Frank Hutter},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {PFNs4BO: In-Context Learning for Bayesian Optimization},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {25444--25470},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/muller23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/0005FHH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/FeurerEBPBH23,
  author       = {Matthias Feurer and
                  Katharina Eggensperger and
                  Edward Bergman and
                  Florian Pfisterer and
                  Bernd Bischl and
                  Frank Hutter},
  editor       = {Bruno Cr{\'{e}}milleux and
                  Sibylle Hess and
                  Siegfried Nijssen},
  title        = {Mind the Gap: Measuring Generalization Performance Across Multiple
                  Objectives},
  booktitle    = {Advances in Intelligent Data Analysis {XXI} - 21st International Symposium
                  on Intelligent Data Analysis, {IDA} 2023, Louvain-la-Neuve, Belgium,
                  April 12-14, 2023, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {13876},
  pages        = {130--142},
  publisher    = {Springer},
  year         = {2023},
  url          = {https://doi.org/10.1007/978-3-031-30047-9\_11},
  doi          = {10.1007/978-3-031-30047-9\_11},
  timestamp    = {Tue, 02 May 2023 15:31:35 +0200},
  biburl       = {https://dblp.org/rec/conf/ida/FeurerEBPBH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/WatanabeH23,
  author       = {Shuhei Watanabe and
                  Frank Hutter},
  title        = {c-TPE: Tree-structured Parzen Estimator with Inequality Constraints
                  for Expensive Hyperparameter Optimization},
  booktitle    = {Proceedings of the Thirty-Second International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2023, 19th-25th August 2023, Macao,
                  SAR, China},
  pages        = {4371--4379},
  publisher    = {ijcai.org},
  year         = {2023},
  url          = {https://doi.org/10.24963/ijcai.2023/486},
  doi          = {10.24963/IJCAI.2023/486},
  timestamp    = {Mon, 28 Aug 2023 17:23:07 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/WatanabeH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/WatanabeAOH23,
  author       = {Shuhei Watanabe and
                  Noor H. Awad and
                  Masaki Onishi and
                  Frank Hutter},
  title        = {Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based
                  Meta-Learning for the Tree-Structured Parzen Estimator},
  booktitle    = {Proceedings of the Thirty-Second International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2023, 19th-25th August 2023, Macao,
                  SAR, China},
  pages        = {4380--4388},
  publisher    = {ijcai.org},
  year         = {2023},
  url          = {https://doi.org/10.24963/ijcai.2023/487},
  doi          = {10.24963/IJCAI.2023/487},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/WatanabeAOH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/WatanabeBH23,
  author       = {Shuhei Watanabe and
                  Archit Bansal and
                  Frank Hutter},
  title        = {{PED-ANOVA:} Efficiently Quantifying Hyperparameter Importance in
                  Arbitrary Subspaces},
  booktitle    = {Proceedings of the Thirty-Second International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2023, 19th-25th August 2023, Macao,
                  SAR, China},
  pages        = {4389--4396},
  publisher    = {ijcai.org},
  year         = {2023},
  url          = {https://doi.org/10.24963/ijcai.2023/488},
  doi          = {10.24963/IJCAI.2023/488},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/WatanabeBH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AdriaensenR0H23,
  author       = {Steven Adriaensen and
                  Herilalaina Rakotoarison and
                  Samuel M{\"{u}}ller and
                  Frank Hutter},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted
                  Networks},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/3f1a5e8bfcc3005724d246abe454c1e5-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/AdriaensenR0H23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DooleySDWHG23,
  author       = {Samuel Dooley and
                  Rhea Sukthanker and
                  John P. Dickerson and
                  Colin White and
                  Frank Hutter and
                  Micah Goldblum},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face
                  Recognition},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/eb3c42ddfa16d8421fdba13528107cc1-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/DooleySDWHG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Hollmann0H23,
  author       = {Noah Hollmann and
                  Samuel M{\"{u}}ller and
                  Frank Hutter},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Large Language Models for Automated Data Science: Introducing {CAAFE}
                  for Context-Aware Automated Feature Engineering},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/8c2df4c35cdbee764ebb9e9d0acd5197-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/Hollmann0H23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HvarfnerHHN23,
  author       = {Carl Hvarfner and
                  Erik Hellsten and
                  Frank Hutter and
                  Luigi Nardi},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Self-Correcting Bayesian Optimization through Bayesian Active Learning},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/fa55bf1947530fc9567059ff42a806c2-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/HvarfnerHHN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MallikBHSJLNH23,
  author       = {Neeratyoy Mallik and
                  Edward Bergman and
                  Carl Hvarfner and
                  Danny Stoll and
                  Maciej Janowski and
                  Marius Lindauer and
                  Luigi Nardi and
                  Frank Hutter},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {PriorBand: Practical Hyperparameter Optimization in the Age of Deep
                  Learning},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/1704fe7aaff33a54802b83a016050ab8-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MallikBHSJLNH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SchrodiSRSBH23,
  author       = {Simon Schrodi and
                  Danny Stoll and
                  Binxin Ru and
                  Rhea Sukthanker and
                  Thomas Brox and
                  Frank Hutter},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Construction of Hierarchical Neural Architecture Search Spaces based
                  on Context-free Grammars},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/4869f3f967dfe954439408dd92c50ee1-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/SchrodiSRSBH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/automl/2023,
  editor       = {Aleksandra Faust and
                  Roman Garnett and
                  Colin White and
                  Frank Hutter and
                  Jacob R. Gardner},
  title        = {International Conference on Automated Machine Learning, 12-15 November
                  2023, Hasso Plattner Institute, Potsdam, Germany},
  series       = {Proceedings of Machine Learning Research},
  volume       = {228},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v228/},
  timestamp    = {Tue, 20 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/automl/2023.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-08727,
  author       = {Colin White and
                  Mahmoud Safari and
                  Rhea Sukthanker and
                  Binxin Ru and
                  Thomas Elsken and
                  Arber Zela and
                  Debadeepta Dey and
                  Frank Hutter},
  title        = {Neural Architecture Search: Insights from 1000 Papers},
  journal      = {CoRR},
  volume       = {abs/2301.08727},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.08727},
  doi          = {10.48550/ARXIV.2301.08727},
  eprinttype    = {arXiv},
  eprint       = {2301.08727},
  timestamp    = {Thu, 26 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-08727.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-08485,
  author       = {Hilde J. P. Weerts and
                  Florian Pfisterer and
                  Matthias Feurer and
                  Katharina Eggensperger and
                  Edward Bergman and
                  Noor H. Awad and
                  Joaquin Vanschoren and
                  Mykola Pechenizkiy and
                  Bernd Bischl and
                  Frank Hutter},
  title        = {Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware
                  AutoML},
  journal      = {CoRR},
  volume       = {abs/2303.08485},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.08485},
  doi          = {10.48550/ARXIV.2303.08485},
  eprinttype    = {arXiv},
  eprint       = {2303.08485},
  timestamp    = {Mon, 20 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-08485.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-10255,
  author       = {Shuhei Watanabe and
                  Archit Bansal and
                  Frank Hutter},
  title        = {{PED-ANOVA:} Efficiently Quantifying Hyperparameter Importance in
                  Arbitrary Subspaces},
  journal      = {CoRR},
  volume       = {abs/2304.10255},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.10255},
  doi          = {10.48550/ARXIV.2304.10255},
  eprinttype    = {arXiv},
  eprint       = {2304.10255},
  timestamp    = {Tue, 25 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-10255.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-11005,
  author       = {Carl Hvarfner and
                  Erik Hellsten and
                  Frank Hutter and
                  Luigi Nardi},
  title        = {Self-Correcting Bayesian Optimization through Bayesian Active Learning},
  journal      = {CoRR},
  volume       = {abs/2304.11005},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.11005},
  doi          = {10.48550/ARXIV.2304.11005},
  eprinttype    = {arXiv},
  eprint       = {2304.11005},
  timestamp    = {Tue, 02 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-11005.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-03403,
  author       = {Noah Hollmann and
                  Samuel M{\"{u}}ller and
                  Frank Hutter},
  title        = {LLMs for Semi-Automated Data Science: Introducing {CAAFE} for Context-Aware
                  Automated Feature Engineering},
  journal      = {CoRR},
  volume       = {abs/2305.03403},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.03403},
  doi          = {10.48550/ARXIV.2305.03403},
  eprinttype    = {arXiv},
  eprint       = {2305.03403},
  timestamp    = {Wed, 24 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-03403.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-04502,
  author       = {Noor H. Awad and
                  Ayushi Sharma and
                  Philipp Muller and
                  Janek Thomas and
                  Frank Hutter},
  title        = {{MO-DEHB:} Evolutionary-based Hyperband for Multi-Objective Optimization},
  journal      = {CoRR},
  volume       = {abs/2305.04502},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.04502},
  doi          = {10.48550/ARXIV.2305.04502},
  eprinttype    = {arXiv},
  eprint       = {2305.04502},
  timestamp    = {Tue, 16 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-04502.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-17535,
  author       = {Samuel M{\"{u}}ller and
                  Matthias Feurer and
                  Noah Hollmann and
                  Frank Hutter},
  title        = {PFNs Are Flexible Models for Real-World Bayesian Optimization},
  journal      = {CoRR},
  volume       = {abs/2305.17535},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.17535},
  doi          = {10.48550/ARXIV.2305.17535},
  eprinttype    = {arXiv},
  eprint       = {2305.17535},
  timestamp    = {Wed, 07 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-17535.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-03828,
  author       = {Sebastian Pineda{-}Arango and
                  Fabio Ferreira and
                  Arlind Kadra and
                  Frank Hutter and
                  Josif Grabocka},
  title        = {Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and
                  How},
  journal      = {CoRR},
  volume       = {abs/2306.03828},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.03828},
  doi          = {10.48550/ARXIV.2306.03828},
  eprinttype    = {arXiv},
  eprint       = {2306.03828},
  timestamp    = {Tue, 13 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-03828.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-12370,
  author       = {Neeratyoy Mallik and
                  Edward Bergman and
                  Carl Hvarfner and
                  Danny Stoll and
                  Maciej Janowski and
                  Marius Lindauer and
                  Luigi Nardi and
                  Frank Hutter},
  title        = {PriorBand: Practical Hyperparameter Optimization in the Age of Deep
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2306.12370},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.12370},
  doi          = {10.48550/ARXIV.2306.12370},
  eprinttype    = {arXiv},
  eprint       = {2306.12370},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-12370.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-08801,
  author       = {Frederic Runge and
                  J{\"{o}}rg K. H. Franke and
                  Frank Hutter},
  title        = {Towards Automated Design of Riboswitches},
  journal      = {CoRR},
  volume       = {abs/2307.08801},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.08801},
  doi          = {10.48550/ARXIV.2307.08801},
  eprinttype    = {arXiv},
  eprint       = {2307.08801},
  timestamp    = {Tue, 25 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-08801.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-10073,
  author       = {J{\"{o}}rg K. H. Franke and
                  Frederic Runge and
                  Frank Hutter},
  title        = {Scalable Deep Learning for {RNA} Secondary Structure Prediction},
  journal      = {CoRR},
  volume       = {abs/2307.10073},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.10073},
  doi          = {10.48550/ARXIV.2307.10073},
  eprinttype    = {arXiv},
  eprint       = {2307.10073},
  timestamp    = {Wed, 26 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-10073.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-03940,
  author       = {Fabio Ferreira and
                  Ivo Rapant and
                  Frank Hutter},
  title        = {Hard View Selection for Contrastive Learning},
  journal      = {CoRR},
  volume       = {abs/2310.03940},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.03940},
  doi          = {10.48550/ARXIV.2310.03940},
  eprinttype    = {arXiv},
  eprint       = {2310.03940},
  timestamp    = {Thu, 19 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-03940.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-17688,
  author       = {Yoshua Bengio and
                  Geoffrey E. Hinton and
                  Andrew Yao and
                  Dawn Song and
                  Pieter Abbeel and
                  Yuval Noah Harari and
                  Ya{-}Qin Zhang and
                  Lan Xue and
                  Shai Shalev{-}Shwartz and
                  Gillian K. Hadfield and
                  Jeff Clune and
                  Tegan Maharaj and
                  Frank Hutter and
                  Atilim G{\"{u}}nes Baydin and
                  Sheila A. McIlraith and
                  Qiqi Gao and
                  Ashwin Acharya and
                  David Krueger and
                  Anca D. Dragan and
                  Philip H. S. Torr and
                  Stuart Russell and
                  Daniel Kahneman and
                  Jan Brauner and
                  S{\"{o}}ren Mindermann},
  title        = {Managing {AI} Risks in an Era of Rapid Progress},
  journal      = {CoRR},
  volume       = {abs/2310.17688},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.17688},
  doi          = {10.48550/ARXIV.2310.17688},
  eprinttype    = {arXiv},
  eprint       = {2310.17688},
  timestamp    = {Mon, 04 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-17688.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-20447,
  author       = {Steven Adriaensen and
                  Herilalaina Rakotoarison and
                  Samuel M{\"{u}}ller and
                  Frank Hutter},
  title        = {Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted
                  Networks},
  journal      = {CoRR},
  volume       = {abs/2310.20447},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.20447},
  doi          = {10.48550/ARXIV.2310.20447},
  eprinttype    = {arXiv},
  eprint       = {2310.20447},
  timestamp    = {Fri, 03 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-20447.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-09058,
  author       = {J{\"{o}}rg K. H. Franke and
                  Michael Hefenbrock and
                  Gregor K{\"{o}}hler and
                  Frank Hutter},
  title        = {New Horizons in Parameter Regularization: {A} Constraint Approach},
  journal      = {CoRR},
  volume       = {abs/2311.09058},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.09058},
  doi          = {10.48550/ARXIV.2311.09058},
  eprinttype    = {arXiv},
  eprint       = {2311.09058},
  timestamp    = {Tue, 21 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-09058.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-14645,
  author       = {Carl Hvarfner and
                  Frank Hutter and
                  Luigi Nardi},
  title        = {A General Framework for User-Guided Bayesian Optimization},
  journal      = {CoRR},
  volume       = {abs/2311.14645},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.14645},
  doi          = {10.48550/ARXIV.2311.14645},
  eprinttype    = {arXiv},
  eprint       = {2311.14645},
  timestamp    = {Thu, 30 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-14645.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-10440,
  author       = {Rhea Sanjay Sukthanker and
                  Arjun Krishnakumar and
                  Mahmoud Safari and
                  Frank Hutter},
  title        = {Weight-Entanglement Meets Gradient-Based Neural Architecture Search},
  journal      = {CoRR},
  volume       = {abs/2312.10440},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.10440},
  doi          = {10.48550/ARXIV.2312.10440},
  eprinttype    = {arXiv},
  eprint       = {2312.10440},
  timestamp    = {Tue, 16 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-10440.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/Parker-HolderRS22,
  author       = {Jack Parker{-}Holder and
                  Raghu Rajan and
                  Xingyou Song and
                  Andr{\'{e}} Biedenkapp and
                  Yingjie Miao and
                  Theresa Eimer and
                  Baohe Zhang and
                  Vu Nguyen and
                  Roberto Calandra and
                  Aleksandra Faust and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {Automated Reinforcement Learning (AutoRL): {A} Survey and Open Problems},
  journal      = {J. Artif. Intell. Res.},
  volume       = {74},
  pages        = {517--568},
  year         = {2022},
  url          = {https://doi.org/10.1613/jair.1.13596},
  doi          = {10.1613/JAIR.1.13596},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/Parker-HolderRS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/AdriaensenBSAEL22,
  author       = {Steven Adriaensen and
                  Andr{\'{e}} Biedenkapp and
                  Gresa Shala and
                  Noor H. Awad and
                  Theresa Eimer and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Automated Dynamic Algorithm Configuration},
  journal      = {J. Artif. Intell. Res.},
  volume       = {75},
  pages        = {1633--1699},
  year         = {2022},
  url          = {https://doi.org/10.1613/jair.1.13922},
  doi          = {10.1613/JAIR.1.13922},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/AdriaensenBSAEL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LindauerEFBDBRS22,
  author       = {Marius Lindauer and
                  Katharina Eggensperger and
                  Matthias Feurer and
                  Andr{\'{e}} Biedenkapp and
                  Difan Deng and
                  Carolin Benjamins and
                  Tim Ruhkopf and
                  Ren{\'{e}} Sass and
                  Frank Hutter},
  title        = {{SMAC3:} {A} Versatile Bayesian Optimization Package for Hyperparameter
                  Optimization},
  journal      = {J. Mach. Learn. Res.},
  volume       = {23},
  pages        = {54:1--54:9},
  year         = {2022},
  url          = {http://jmlr.org/papers/v23/21-0888.html},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/LindauerEFBDBRS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/FeurerEFLH22,
  author       = {Matthias Feurer and
                  Katharina Eggensperger and
                  Stefan Falkner and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning},
  journal      = {J. Mach. Learn. Res.},
  volume       = {23},
  pages        = {261:1--261:61},
  year         = {2022},
  url          = {http://jmlr.org/papers/v23/21-0992.html},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/FeurerEFLH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/Biedenkapp0KHD22,
  author       = {Andr{\'{e}} Biedenkapp and
                  Nguyen Dang and
                  Martin S. Krejca and
                  Frank Hutter and
                  Carola Doerr},
  editor       = {Jonathan E. Fieldsend and
                  Markus Wagner},
  title        = {Theory-inspired parameter control benchmarks for dynamic algorithm
                  configuration},
  booktitle    = {{GECCO} '22: Genetic and Evolutionary Computation Conference, Boston,
                  Massachusetts, USA, July 9 - 13, 2022},
  pages        = {766--775},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3512290.3528846},
  doi          = {10.1145/3512290.3528846},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gecco/Biedenkapp0KHD22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/0005HPGH22,
  author       = {Samuel M{\"{u}}ller and
                  Noah Hollmann and
                  Sebastian Pineda{-}Arango and
                  Josif Grabocka and
                  Frank Hutter},
  title        = {Transformers Can Do Bayesian Inference},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=KSugKcbNf9},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/0005HPGH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FerreiraNSH22,
  author       = {Fabio Ferreira and
                  Thomas Nierhoff and
                  Andreas S{\"{a}}linger and
                  Frank Hutter},
  title        = {Learning Synthetic Environments and Reward Networks for Reinforcement
                  Learning},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=C1\_esHN6AVn},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/FerreiraNSH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HvarfnerSSLHN22,
  author       = {Carl Hvarfner and
                  Danny Stoll and
                  Artur L. F. Souza and
                  Marius Lindauer and
                  Frank Hutter and
                  Luigi Nardi},
  title        = {{\textdollar}{\textbackslash}pi{\textdollar}BO: Augmenting Acquisition
                  Functions with User Beliefs for Bayesian Optimization},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=MMAeCXIa89},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iclr/HvarfnerSSLHN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MehtaWZKZMSYH22,
  author       = {Yash Mehta and
                  Colin White and
                  Arber Zela and
                  Arjun Krishnakumar and
                  Guri Zabergja and
                  Shakiba Moradian and
                  Mahmoud Safari and
                  Kaicheng Yu and
                  Frank Hutter},
  title        = {NAS-Bench-Suite: {NAS} Evaluation is (Now) Surprisingly Easy},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=0DLwqQLmqV},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/MehtaWZKZMSYH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZelaSZLKH22,
  author       = {Arber Zela and
                  Julien Niklas Siems and
                  Lucas Zimmer and
                  Jovita Lukasik and
                  Margret Keuper and
                  Frank Hutter},
  title        = {Surrogate {NAS} Benchmarks: Going Beyond the Limited Search Spaces
                  of Tabular {NAS} Benchmarks},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=OnpFa95RVqs},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZelaSZLKH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/OzturkFJSGH22,
  author       = {Ekrem {\"{O}}zt{\"{u}}rk and
                  Fabio Ferreira and
                  Hadi S. Jomaa and
                  Lars Schmidt{-}Thieme and
                  Josif Grabocka and
                  Frank Hutter},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Zero-shot AutoML with Pretrained Models},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {17138--17155},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/ozturk22a.html},
  timestamp    = {Tue, 12 Jul 2022 17:36:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/OzturkFJSGH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/NematollahiRARH22,
  author       = {Iman Nematollahi and
                  Erick Rosete{-}Beas and
                  Seyed Mahdi B. Azad and
                  Raghu Rajan and
                  Frank Hutter and
                  Wolfram Burgard},
  title        = {{T3VIP:} Transformation-based 3D Video Prediction},
  booktitle    = {{IEEE/RSJ} International Conference on Intelligent Robots and Systems,
                  {IROS} 2022, Kyoto, Japan, October 23-27, 2022},
  pages        = {4174--4181},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/IROS47612.2022.9981187},
  doi          = {10.1109/IROS47612.2022.9981187},
  timestamp    = {Tue, 03 Jan 2023 14:18:21 +0100},
  biburl       = {https://dblp.org/rec/conf/iros/NematollahiRARH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BansalSJZH22,
  author       = {Archit Bansal and
                  Danny Stoll and
                  Maciej Janowski and
                  Arber Zela and
                  Frank Hutter},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {JAHS-Bench-201: {A} Foundation For Research On Joint Architecture
                  And Hyperparameter Search},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/fd78f2f65881c1c7ce47e26b040cf48f-Abstract-Datasets\_and\_Benchmarks.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BansalSJZH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FrankeRH22,
  author       = {J{\"{o}}rg K. H. Franke and
                  Frederic Runge and
                  Frank Hutter},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Probabilistic Transformer: Modelling Ambiguities and Distributions
                  for {RNA} Folding and Molecule Design},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/abf0ea3ae33d1a931483e327ff8d94f8-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/FrankeRH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HvarfnerHN22,
  author       = {Carl Hvarfner and
                  Frank Hutter and
                  Luigi Nardi},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Joint Entropy Search For Maximally-Informed Bayesian Optimization},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/4b03821747e89ce803b2dac590f6a39b-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/HvarfnerHN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KrishnakumarWZT22,
  author       = {Arjun Krishnakumar and
                  Colin White and
                  Arber Zela and
                  Renbo Tu and
                  Mahmoud Safari and
                  Frank Hutter},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/b3835dd49b7d5bb062aecccc14d8a675-Abstract-Datasets\_and\_Benchmarks.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/KrishnakumarWZT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DengKHBL22,
  author       = {Difan Deng and
                  Florian Karl and
                  Frank Hutter and
                  Bernd Bischl and
                  Marius Lindauer},
  editor       = {Massih{-}Reza Amini and
                  St{\'{e}}phane Canu and
                  Asja Fischer and
                  Tias Guns and
                  Petra Kralj Novak and
                  Grigorios Tsoumakas},
  title        = {Efficient Automated Deep Learning for Time Series Forecasting},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2022, Grenoble, France, September 19-23, 2022, Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13715},
  pages        = {664--680},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-26409-2\_40},
  doi          = {10.1007/978-3-031-26409-2\_40},
  timestamp    = {Mon, 20 Mar 2023 16:00:27 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/DengKHBL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/automl/2022,
  editor       = {Isabelle Guyon and
                  Marius Lindauer and
                  Mihaela van der Schaar and
                  Frank Hutter and
                  Roman Garnett},
  title        = {International Conference on Automated Machine Learning, AutoML 2022,
                  25-27 July 2022, Johns Hopkins University, Baltimore, MD, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {188},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v188/},
  timestamp    = {Mon, 28 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/automl/2022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-03801,
  author       = {Zhengying Liu and
                  Adrien Pavao and
                  Zhen Xu and
                  Sergio Escalera and
                  Fabio Ferreira and
                  Isabelle Guyon and
                  Sirui Hong and
                  Frank Hutter and
                  Rongrong Ji and
                  J{\'{u}}lio C. S. Jacques J{\'{u}}nior and
                  Ge Li and
                  Marius Lindauer and
                  Zhipeng Luo and
                  Meysam Madadi and
                  Thomas Nierhoff and
                  Kangning Niu and
                  Chunguang Pan and
                  Danny Stoll and
                  S{\'{e}}bastien Treguer and
                  Jin Wang and
                  Peng Wang and
                  Chenglin Wu and
                  Youcheng Xiong and
                  Arber Zela and
                  Yang Zhang},
  title        = {Winning solutions and post-challenge analyses of the ChaLearn AutoDL
                  challenge 2019},
  journal      = {CoRR},
  volume       = {abs/2201.03801},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.03801},
  eprinttype    = {arXiv},
  eprint       = {2201.03801},
  timestamp    = {Fri, 12 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-03801.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-03916,
  author       = {Jack Parker{-}Holder and
                  Raghu Rajan and
                  Xingyou Song and
                  Andr{\'{e}} Biedenkapp and
                  Yingjie Miao and
                  Theresa Eimer and
                  Baohe Zhang and
                  Vu Nguyen and
                  Roberto Calandra and
                  Aleksandra Faust and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {Automated Reinforcement Learning (AutoRL): {A} Survey and Open Problems},
  journal      = {CoRR},
  volume       = {abs/2201.03916},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.03916},
  eprinttype    = {arXiv},
  eprint       = {2201.03916},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-03916.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-13396,
  author       = {Yash Mehta and
                  Colin White and
                  Arber Zela and
                  Arjun Krishnakumar and
                  Guri Zabergja and
                  Shakiba Moradian and
                  Mahmoud Safari and
                  Kaicheng Yu and
                  Frank Hutter},
  title        = {NAS-Bench-Suite: {NAS} Evaluation is (Now) Surprisingly Easy},
  journal      = {CoRR},
  volume       = {abs/2201.13396},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.13396},
  eprinttype    = {arXiv},
  eprint       = {2201.13396},
  timestamp    = {Wed, 02 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-13396.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-02790,
  author       = {Fabio Ferreira and
                  Thomas Nierhoff and
                  Andreas Saelinger and
                  Frank Hutter},
  title        = {Learning Synthetic Environments and Reward Networks for Reinforcement
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2202.02790},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.02790},
  eprinttype    = {arXiv},
  eprint       = {2202.02790},
  timestamp    = {Wed, 09 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-02790.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-03259,
  author       = {Andr{\'{e}} Biedenkapp and
                  Nguyen Dang and
                  Martin S. Krejca and
                  Frank Hutter and
                  Carola Doerr},
  title        = {Theory-inspired Parameter Control Benchmarks for Dynamic Algorithm
                  Configuration},
  journal      = {CoRR},
  volume       = {abs/2202.03259},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.03259},
  eprinttype    = {arXiv},
  eprint       = {2202.03259},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-03259.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-04500,
  author       = {Carolin Benjamins and
                  Theresa Eimer and
                  Frederik Schubert and
                  Aditya Mohan and
                  Andr{\'{e}} Biedenkapp and
                  Bodo Rosenhahn and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {Contextualize Me - The Case for Context in Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2202.04500},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.04500},
  eprinttype    = {arXiv},
  eprint       = {2202.04500},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-04500.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-07242,
  author       = {Thomas Elsken and
                  Arber Zela and
                  Jan Hendrik Metzen and
                  Benedikt Staffler and
                  Thomas Brox and
                  Abhinav Valada and
                  Frank Hutter},
  title        = {Neural Architecture Search for Dense Prediction Tasks in Computer
                  Vision},
  journal      = {CoRR},
  volume       = {abs/2202.07242},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.07242},
  eprinttype    = {arXiv},
  eprint       = {2202.07242},
  timestamp    = {Fri, 18 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-07242.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-01717,
  author       = {Niklas Hasebrook and
                  Felix Morsbach and
                  Niclas Kannengie{\ss}er and
                  J{\"{o}}rg K. H. Franke and
                  Frank Hutter and
                  Ali Sunyaev},
  title        = {Why Do Machine Learning Practitioners Still Use Manual Tuning? {A}
                  Qualitative Study},
  journal      = {CoRR},
  volume       = {abs/2203.01717},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.01717},
  doi          = {10.48550/ARXIV.2203.01717},
  eprinttype    = {arXiv},
  eprint       = {2203.01717},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-01717.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-11051,
  author       = {Carl Hvarfner and
                  Danny Stoll and
                  Artur L. F. Souza and
                  Marius Lindauer and
                  Frank Hutter and
                  Luigi Nardi},
  title        = {{\(\pi\)}BO: Augmenting Acquisition Functions with User Beliefs for
                  Bayesian Optimization},
  journal      = {CoRR},
  volume       = {abs/2204.11051},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.11051},
  doi          = {10.48550/ARXIV.2204.11051},
  eprinttype    = {arXiv},
  eprint       = {2204.11051},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-11051.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-05511,
  author       = {Difan Deng and
                  Florian Karl and
                  Frank Hutter and
                  Bernd Bischl and
                  Marius Lindauer},
  title        = {Efficient Automated Deep Learning for Time Series Forecasting},
  journal      = {CoRR},
  volume       = {abs/2205.05511},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.05511},
  doi          = {10.48550/ARXIV.2205.05511},
  eprinttype    = {arXiv},
  eprint       = {2205.05511},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-05511.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-13881,
  author       = {Steven Adriaensen and
                  Andr{\'{e}} Biedenkapp and
                  Gresa Shala and
                  Noor H. Awad and
                  Theresa Eimer and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Automated Dynamic Algorithm Configuration},
  journal      = {CoRR},
  volume       = {abs/2205.13881},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.13881},
  doi          = {10.48550/ARXIV.2205.13881},
  eprinttype    = {arXiv},
  eprint       = {2205.13881},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-13881.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-13927,
  author       = {J{\"{o}}rg K. H. Franke and
                  Frederic Runge and
                  Frank Hutter},
  title        = {Probabilistic Transformer: Modelling Ambiguities and Distributions
                  for {RNA} Folding and Molecule Design},
  journal      = {CoRR},
  volume       = {abs/2205.13927},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.13927},
  doi          = {10.48550/ARXIV.2205.13927},
  eprinttype    = {arXiv},
  eprint       = {2205.13927},
  timestamp    = {Tue, 31 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-13927.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-03493,
  author       = {Ren{\'{e}} Sass and
                  Eddie Bergman and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {DeepCAVE: An Interactive Analysis Tool for Automated Machine Learning},
  journal      = {CoRR},
  volume       = {abs/2206.03493},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.03493},
  doi          = {10.48550/ARXIV.2206.03493},
  eprinttype    = {arXiv},
  eprint       = {2206.03493},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-03493.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-04771,
  author       = {Carl Hvarfner and
                  Frank Hutter and
                  Luigi Nardi},
  title        = {Joint Entropy Search For Maximally-Informed Bayesian Optimization},
  journal      = {CoRR},
  volume       = {abs/2206.04771},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.04771},
  doi          = {10.48550/ARXIV.2206.04771},
  eprinttype    = {arXiv},
  eprint       = {2206.04771},
  timestamp    = {Mon, 20 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-04771.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-08138,
  author       = {Adrian El Baz and
                  Andr{\'{e}} C. P. L. F. de Carvalho and
                  Hong Chen and
                  Fabio Ferreira and
                  Henry Gouk and
                  Shell Hu and
                  Frank Hutter and
                  Zhengying Liu and
                  Felix Mohr and
                  Jan N. van Rijn and
                  Xin Wang and
                  Isabelle Guyon},
  title        = {Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning
                  without episodic meta-learning dominates for few-shot learning image
                  classification},
  journal      = {CoRR},
  volume       = {abs/2206.08138},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.08138},
  doi          = {10.48550/ARXIV.2206.08138},
  eprinttype    = {arXiv},
  eprint       = {2206.08138},
  timestamp    = {Thu, 15 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-08138.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-08476,
  author       = {Ekrem {\"{O}}zt{\"{u}}rk and
                  Fabio Ferreira and
                  Hadi S. Jomaa and
                  Lars Schmidt{-}Thieme and
                  Josif Grabocka and
                  Frank Hutter},
  title        = {Zero-Shot AutoML with Pretrained Models},
  journal      = {CoRR},
  volume       = {abs/2206.08476},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.08476},
  doi          = {10.48550/ARXIV.2206.08476},
  eprinttype    = {arXiv},
  eprint       = {2206.08476},
  timestamp    = {Tue, 21 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-08476.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-01848,
  author       = {Noah Hollmann and
                  Samuel M{\"{u}}ller and
                  Katharina Eggensperger and
                  Frank Hutter},
  title        = {Meta-Learning a Real-Time Tabular AutoML Method For Small Data},
  journal      = {CoRR},
  volume       = {abs/2207.01848},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.01848},
  doi          = {10.48550/ARXIV.2207.01848},
  eprinttype    = {arXiv},
  eprint       = {2207.01848},
  timestamp    = {Wed, 06 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-01848.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-07875,
  author       = {Diane Wagner and
                  Fabio Ferreira and
                  Danny Stoll and
                  Robin Tibor Schirrmeister and
                  Samuel M{\"{u}}ller and
                  Frank Hutter},
  title        = {On the Importance of Hyperparameters and Data Augmentation for Self-Supervised
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2207.07875},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.07875},
  doi          = {10.48550/ARXIV.2207.07875},
  eprinttype    = {arXiv},
  eprint       = {2207.07875},
  timestamp    = {Tue, 19 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-07875.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-11693,
  author       = {Iman Nematollahi and
                  Erick Rosete{-}Beas and
                  Seyed Mahdi B. Azad and
                  Raghu Rajan and
                  Frank Hutter and
                  Wolfram Burgard},
  title        = {{T3VIP:} Transformation-based 3D Video Prediction},
  journal      = {CoRR},
  volume       = {abs/2209.11693},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.11693},
  doi          = {10.48550/ARXIV.2209.11693},
  eprinttype    = {arXiv},
  eprint       = {2209.11693},
  timestamp    = {Wed, 28 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-11693.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-03230,
  author       = {Arjun Krishnakumar and
                  Colin White and
                  Arber Zela and
                  Renbo Tu and
                  Mahmoud Safari and
                  Frank Hutter},
  title        = {NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies},
  journal      = {CoRR},
  volume       = {abs/2210.03230},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.03230},
  doi          = {10.48550/ARXIV.2210.03230},
  eprinttype    = {arXiv},
  eprint       = {2210.03230},
  timestamp    = {Wed, 12 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-03230.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-09943,
  author       = {Rhea Sukthanker and
                  Samuel Dooley and
                  John P. Dickerson and
                  Colin White and
                  Frank Hutter and
                  Micah Goldblum},
  title        = {On the Importance of Architectures and Hyperparameters for Fairness
                  in Face Recognition},
  journal      = {CoRR},
  volume       = {abs/2210.09943},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.09943},
  doi          = {10.48550/ARXIV.2210.09943},
  eprinttype    = {arXiv},
  eprint       = {2210.09943},
  timestamp    = {Mon, 24 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-09943.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-01842,
  author       = {Simon Schrodi and
                  Danny Stoll and
                  Binxin Ru and
                  Rhea Sukthanker and
                  Thomas Brox and
                  Frank Hutter},
  title        = {Towards Discovering Neural Architectures from Scratch},
  journal      = {CoRR},
  volume       = {abs/2211.01842},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.01842},
  doi          = {10.48550/ARXIV.2211.01842},
  eprinttype    = {arXiv},
  eprint       = {2211.01842},
  timestamp    = {Fri, 04 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-01842.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-14411,
  author       = {Shuhei Watanabe and
                  Frank Hutter},
  title        = {c-TPE: Generalizing Tree-structured Parzen Estimator with Inequality
                  Constraints for Continuous and Categorical Hyperparameter Optimization},
  journal      = {CoRR},
  volume       = {abs/2211.14411},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.14411},
  doi          = {10.48550/ARXIV.2211.14411},
  eprinttype    = {arXiv},
  eprint       = {2211.14411},
  timestamp    = {Tue, 29 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-14411.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-04183,
  author       = {Matthias Feurer and
                  Katharina Eggensperger and
                  Edward Bergman and
                  Florian Pfisterer and
                  Bernd Bischl and
                  Frank Hutter},
  title        = {Mind the Gap: Measuring Generalization Performance Across Multiple
                  Objectives},
  journal      = {CoRR},
  volume       = {abs/2212.04183},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.04183},
  doi          = {10.48550/ARXIV.2212.04183},
  eprinttype    = {arXiv},
  eprint       = {2212.04183},
  timestamp    = {Mon, 02 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-04183.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-06751,
  author       = {Shuhei Watanabe and
                  Noor H. Awad and
                  Masaki Onishi and
                  Frank Hutter},
  title        = {Multi-objective Tree-structured Parzen Estimator Meets Meta-learning},
  journal      = {CoRR},
  volume       = {abs/2212.06751},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.06751},
  doi          = {10.48550/ARXIV.2212.06751},
  eprinttype    = {arXiv},
  eprint       = {2212.06751},
  timestamp    = {Mon, 20 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-06751.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jar/VallatiCMH21,
  author       = {Mauro Vallati and
                  Luk{\'{a}}s Chrpa and
                  Thomas Leo McCluskey and
                  Frank Hutter},
  title        = {On the Importance of Domain Model Configuration for Automated Planning
                  Engines},
  journal      = {J. Autom. Reason.},
  volume       = {65},
  number       = {6},
  pages        = {727--773},
  year         = {2021},
  url          = {https://doi.org/10.1007/s10817-021-09592-1},
  doi          = {10.1007/S10817-021-09592-1},
  timestamp    = {Tue, 13 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jar/VallatiCMH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/FeurerRKGMRMVH21,
  author       = {Matthias Feurer and
                  Jan N. van Rijn and
                  Arlind Kadra and
                  Pieter Gijsbers and
                  Neeratyoy Mallik and
                  Sahithya Ravi and
                  Andreas M{\"{u}}ller and
                  Joaquin Vanschoren and
                  Frank Hutter},
  title        = {OpenML-Python: an extensible Python {API} for OpenML},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {100:1--100:5},
  year         = {2021},
  url          = {http://jmlr.org/papers/v22/19-920.html},
  timestamp    = {Mon, 31 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/FeurerRKGMRMVH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/ZimmerLH21,
  author       = {Lucas Zimmer and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Auto-Pytorch: Multi-Fidelity MetaLearning for Efficient and Robust
                  AutoDL},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {43},
  number       = {9},
  pages        = {3079--3090},
  year         = {2021},
  url          = {https://doi.org/10.1109/TPAMI.2021.3067763},
  doi          = {10.1109/TPAMI.2021.3067763},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/ZimmerLH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/LiuPXEFGHHJJLLL21,
  author       = {Zhengying Liu and
                  Adrien Pavao and
                  Zhen Xu and
                  Sergio Escalera and
                  Fabio Ferreira and
                  Isabelle Guyon and
                  Sirui Hong and
                  Frank Hutter and
                  Rongrong Ji and
                  J{\'{u}}lio C. S. Jacques J{\'{u}}nior and
                  Ge Li and
                  Marius Lindauer and
                  Zhipeng Luo and
                  Meysam Madadi and
                  Thomas Nierhoff and
                  Kangning Niu and
                  Chunguang Pan and
                  Danny Stoll and
                  S{\'{e}}bastien Treguer and
                  Jin Wang and
                  Peng Wang and
                  Chenglin Wu and
                  Youcheng Xiong and
                  Arber Zela and
                  Yang Zhang},
  title        = {Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL
                  Challenge 2019},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {43},
  number       = {9},
  pages        = {3108--3125},
  year         = {2021},
  url          = {https://doi.org/10.1109/TPAMI.2021.3075372},
  doi          = {10.1109/TPAMI.2021.3075372},
  timestamp    = {Fri, 12 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pami/LiuPXEFGHHJJLLL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aips/0001BHML21,
  author       = {David Speck and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter and
                  Robert Mattm{\"{u}}ller and
                  Marius Lindauer},
  editor       = {Susanne Biundo and
                  Minh Do and
                  Robert Goldman and
                  Michael Katz and
                  Qiang Yang and
                  Hankz Hankui Zhuo},
  title        = {Learning Heuristic Selection with Dynamic Algorithm Configuration},
  booktitle    = {Proceedings of the Thirty-First International Conference on Automated
                  Planning and Scheduling, {ICAPS} 2021, Guangzhou, China (virtual),
                  August 2-13, 2021},
  pages        = {597--605},
  publisher    = {{AAAI} Press},
  year         = {2021},
  url          = {https://ojs.aaai.org/index.php/ICAPS/article/view/16008},
  timestamp    = {Wed, 30 Aug 2023 08:38:08 +0200},
  biburl       = {https://dblp.org/rec/conf/aips/0001BHML21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ZhangRPLBCHC21,
  author       = {Baohe Zhang and
                  Raghu Rajan and
                  Luis Pineda and
                  Nathan O. Lambert and
                  Andr{\'{e}} Biedenkapp and
                  Kurtland Chua and
                  Frank Hutter and
                  Roberto Calandra},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {On the Importance of Hyperparameter Optimization for Model-based Reinforcement
                  Learning},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {4015--4023},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/zhang21n.html},
  timestamp    = {Wed, 14 Apr 2021 16:51:37 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/ZhangRPLBCHC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/MullerH21,
  author       = {Samuel G. M{\"{u}}ller and
                  Frank Hutter},
  title        = {TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation},
  booktitle    = {2021 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
                  2021, Montreal, QC, Canada, October 10-17, 2021},
  pages        = {754--762},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICCV48922.2021.00081},
  doi          = {10.1109/ICCV48922.2021.00081},
  timestamp    = {Fri, 11 Mar 2022 10:01:27 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/MullerH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FrankeKBH21,
  author       = {J{\"{o}}rg K. H. Franke and
                  Gregor K{\"{o}}hler and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter},
  title        = {Sample-Efficient Automated Deep Reinforcement Learning},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=hSjxQ3B7GWq},
  timestamp    = {Wed, 23 Jun 2021 17:36:39 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/FrankeKBH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BiedenkappRHL21,
  author       = {Andr{\'{e}} Biedenkapp and
                  Raghu Rajan and
                  Frank Hutter and
                  Marius Lindauer},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {TempoRL: Learning When to Act},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {914--924},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/biedenkapp21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BiedenkappRHL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/EimerBHL21,
  author       = {Theresa Eimer and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter and
                  Marius Lindauer},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Self-Paced Context Evaluation for Contextual Reinforcement Learning},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {2948--2958},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/eimer21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/EimerBHL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/EimerBRAHL21,
  author       = {Theresa Eimer and
                  Andr{\'{e}} Biedenkapp and
                  Maximilian Reimer and
                  Steven Adriaensen and
                  Frank Hutter and
                  Marius Lindauer},
  editor       = {Zhi{-}Hua Zhou},
  title        = {DACBench: {A} Benchmark Library for Dynamic Algorithm Configuration},
  booktitle    = {Proceedings of the Thirtieth International Joint Conference on Artificial
                  Intelligence, {IJCAI} 2021, Virtual Event / Montreal, Canada, 19-27
                  August 2021},
  pages        = {1668--1674},
  publisher    = {ijcai.org},
  year         = {2021},
  url          = {https://doi.org/10.24963/ijcai.2021/230},
  doi          = {10.24963/IJCAI.2021/230},
  timestamp    = {Wed, 25 Aug 2021 17:11:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/EimerBRAHL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/AwadMH21,
  author       = {Noor H. Awad and
                  Neeratyoy Mallik and
                  Frank Hutter},
  editor       = {Zhi{-}Hua Zhou},
  title        = {{DEHB:} Evolutionary Hyberband for Scalable, Robust and Efficient
                  Hyperparameter Optimization},
  booktitle    = {Proceedings of the Thirtieth International Joint Conference on Artificial
                  Intelligence, {IJCAI} 2021, Virtual Event / Montreal, Canada, 19-27
                  August 2021},
  pages        = {2147--2153},
  publisher    = {ijcai.org},
  year         = {2021},
  url          = {https://doi.org/10.24963/ijcai.2021/296},
  doi          = {10.24963/IJCAI.2021/296},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/AwadMH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/LukasikFZHK21,
  author       = {Jovita Lukasik and
                  David Friede and
                  Arber Zela and
                  Frank Hutter and
                  Margret Keuper},
  title        = {Smooth Variational Graph Embeddings for Efficient Neural Architecture
                  Search},
  booktitle    = {International Joint Conference on Neural Networks, {IJCNN} 2021, Shenzhen,
                  China, July 18-22, 2021},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/IJCNN52387.2021.9534092},
  doi          = {10.1109/IJCNN52387.2021.9534092},
  timestamp    = {Wed, 29 Sep 2021 17:00:55 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcnn/LukasikFZHK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BazUACCFGGGHHHH21,
  author       = {Adrian El Baz and
                  Ihsan Ullah and
                  Edesio Alcoba{\c{c}}a and
                  Andr{\'{e}} C. P. L. F. de Carvalho and
                  Hong Chen and
                  Fabio Ferreira and
                  Henry Gouk and
                  Chaoyu Guan and
                  Isabelle Guyon and
                  Timothy M. Hospedales and
                  Shell Hu and
                  Mike Huisman and
                  Frank Hutter and
                  Zhengying Liu and
                  Felix Mohr and
                  Ekrem {\"{O}}zt{\"{u}}rk and
                  Jan N. van Rijn and
                  Haozhe Sun and
                  Xin Wang and
                  Wenwu Zhu},
  editor       = {Douwe Kiela and
                  Marco Ciccone and
                  Barbara Caputo},
  title        = {Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning
                  without episodic meta-learning dominates for few-shot learning image
                  classification},
  booktitle    = {NeurIPS 2021 Competitions and Demonstrations Track, 6-14 December
                  2021, Online},
  series       = {Proceedings of Machine Learning Research},
  volume       = {176},
  pages        = {80--96},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {https://proceedings.mlr.press/v176/el-baz22a.html},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BazUACCFGGGHHHH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BischlCFGHLMRV21,
  author       = {Bernd Bischl and
                  Giuseppe Casalicchio and
                  Matthias Feurer and
                  Pieter Gijsbers and
                  Frank Hutter and
                  Michel Lang and
                  Rafael Gomes Mantovani and
                  Jan N. van Rijn and
                  Joaquin Vanschoren},
  editor       = {Joaquin Vanschoren and
                  Sai{-}Kit Yeung},
  title        = {OpenML Benchmarking Suites},
  booktitle    = {Proceedings of the Neural Information Processing Systems Track on
                  Datasets and Benchmarks 1, NeurIPS Datasets and Benchmarks 2021, December
                  2021, virtual},
  year         = {2021},
  url          = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/c7e1249ffc03eb9ded908c236bd1996d-Abstract-round2.html},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BischlCFGHLMRV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/EggenspergerMMF21,
  author       = {Katharina Eggensperger and
                  Philipp M{\"{u}}ller and
                  Neeratyoy Mallik and
                  Matthias Feurer and
                  Ren{\'{e}} Sass and
                  Aaron Klein and
                  Noor H. Awad and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {Joaquin Vanschoren and
                  Sai{-}Kit Yeung},
  title        = {HPOBench: {A} Collection of Reproducible Multi-Fidelity Benchmark
                  Problems for {HPO}},
  booktitle    = {Proceedings of the Neural Information Processing Systems Track on
                  Datasets and Benchmarks 1, NeurIPS Datasets and Benchmarks 2021, December
                  2021, virtual},
  year         = {2021},
  url          = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/93db85ed909c13838ff95ccfa94cebd9-Abstract-round2.html},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/EggenspergerMMF21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RobertsGXTLTCNHQDHPSKWSHHLKNRSSSS21,
  author       = {Nicholas Roberts and
                  Samuel Guo and
                  Cong Xu and
                  Ameet Talwalkar and
                  David Lander and
                  Lvfang Tao and
                  Linhang Cai and
                  Shuaicheng Niu and
                  Jianyu Heng and
                  Hongyang Qin and
                  Minwen Deng and
                  Johannes Hog and
                  Alexander Pfefferle and
                  Sushil Ammanaghatta Shivakumar and
                  Arjun Krishnakumar and
                  Yubo Wang and
                  Rhea Sukthanker and
                  Frank Hutter and
                  Euxhen Hasanaj and
                  Tien{-}Dung Le and
                  Mikhail Khodak and
                  Yuriy Nevmyvaka and
                  Kashif Rasul and
                  Frederic Sala and
                  Anderson Schneider and
                  Junhong Shen and
                  Evan R. Sparks},
  editor       = {Marco Ciccone and
                  Gustavo Stolovitzky and
                  Jacob Albrecht},
  title        = {AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at
                  Scale},
  booktitle    = {NeurIPS 2022 Competition Track, November 28 - December 9, 2022, Online},
  series       = {Proceedings of Machine Learning Research},
  volume       = {220},
  pages        = {151--170},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {https://proceedings.mlr.press/v220/roberts22a.html},
  timestamp    = {Mon, 04 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/RobertsGXTLTCNHQDHPSKWSHHLKNRSSSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZaidiZEHHT21,
  author       = {Sheheryar Zaidi and
                  Arber Zela and
                  Thomas Elsken and
                  Chris C. Holmes and
                  Frank Hutter and
                  Yee Whye Teh},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Neural Ensemble Search for Uncertainty Estimation and Dataset Shift},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {7898--7911},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/41a6fd31aa2e75c3c6d427db3d17ea80-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ZaidiZEHHT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YanWSH21,
  author       = {Shen Yan and
                  Colin White and
                  Yash Savani and
                  Frank Hutter},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {NAS-Bench-x11 and the Power of Learning Curves},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {22534--22549},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/be3159ad04564bfb90db9e32851ebf9c-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/YanWSH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KadraLHG21,
  author       = {Arlind Kadra and
                  Marius Lindauer and
                  Frank Hutter and
                  Josif Grabocka},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Well-tuned Simple Nets Excel on Tabular Datasets},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {23928--23941},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/c902b497eb972281fb5b4e206db38ee6-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/KadraLHG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WhiteZRLH21,
  author       = {Colin White and
                  Arber Zela and
                  Robin Ru and
                  Yang Liu and
                  Frank Hutter},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {How Powerful are Performance Predictors in Neural Architecture Search?},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {28454--28469},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/ef575e8837d065a1683c022d2077d342-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/WhiteZRLH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SouzaNOOLH21,
  author       = {Artur L. F. Souza and
                  Luigi Nardi and
                  Leonardo B. Oliveira and
                  Kunle Olukotun and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {Nuria Oliver and
                  Fernando P{\'{e}}rez{-}Cruz and
                  Stefan Kramer and
                  Jesse Read and
                  Jos{\'{e}} Antonio Lozano},
  title        = {Bayesian Optimization with a Prior for the Optimum},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases. Research Track
                  - European Conference, {ECML} {PKDD} 2021, Bilbao, Spain, September
                  13-17, 2021, Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12977},
  pages        = {265--296},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-86523-8\_17},
  doi          = {10.1007/978-3-030-86523-8\_17},
  timestamp    = {Wed, 28 Jun 2023 16:19:42 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/SouzaNOOLH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/faia/HoosHL21,
  author       = {Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown},
  editor       = {Armin Biere and
                  Marijn Heule and
                  Hans van Maaren and
                  Toby Walsh},
  title        = {Automated Configuration and Selection of {SAT} Solvers},
  booktitle    = {Handbook of Satisfiability - Second Edition},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {336},
  pages        = {481--507},
  publisher    = {{IOS} Press},
  year         = {2021},
  url          = {https://doi.org/10.3233/FAIA200995},
  doi          = {10.3233/FAIA200995},
  timestamp    = {Fri, 06 May 2022 08:03:54 +0200},
  biburl       = {https://dblp.org/rec/series/faia/HoosHL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-1,
  editor       = {Frank Hutter and
                  Kristian Kersting and
                  Jefrey Lijffijt and
                  Isabel Valera},
  title        = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12457},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-67658-2},
  doi          = {10.1007/978-3-030-67658-2},
  isbn         = {978-3-030-67657-5},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/2020-1.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-2,
  editor       = {Frank Hutter and
                  Kristian Kersting and
                  Jefrey Lijffijt and
                  Isabel Valera},
  title        = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12458},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-67661-2},
  doi          = {10.1007/978-3-030-67661-2},
  isbn         = {978-3-030-67660-5},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/2020-2.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-3,
  editor       = {Frank Hutter and
                  Kristian Kersting and
                  Jefrey Lijffijt and
                  Isabel Valera},
  title        = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12459},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-67664-3},
  doi          = {10.1007/978-3-030-67664-3},
  isbn         = {978-3-030-67663-6},
  timestamp    = {Mon, 01 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/2020-3.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-09721,
  author       = {Fabio Ferreira and
                  Thomas Nierhoff and
                  Frank Hutter},
  title        = {Learning Synthetic Environments for Reinforcement Learning with Evolution
                  Strategies},
  journal      = {CoRR},
  volume       = {abs/2101.09721},
  year         = {2021},
  url          = {https://arxiv.org/abs/2101.09721},
  eprinttype    = {arXiv},
  eprint       = {2101.09721},
  timestamp    = {Sat, 30 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2101-09721.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-03275,
  author       = {Samuel M{\"{u}}ller and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter},
  title        = {In-Loop Meta-Learning with Gradient-Alignment Reward},
  journal      = {CoRR},
  volume       = {abs/2102.03275},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.03275},
  eprinttype    = {arXiv},
  eprint       = {2102.03275},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-03275.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-13651,
  author       = {Baohe Zhang and
                  Raghu Rajan and
                  Luis Pineda and
                  Nathan O. Lambert and
                  Andr{\'{e}} Biedenkapp and
                  Kurtland Chua and
                  Frank Hutter and
                  Roberto Calandra},
  title        = {On the Importance of Hyperparameter Optimization for Model-based Reinforcement
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2102.13651},
  year         = {2021},
  url          = {https://arxiv.org/abs/2102.13651},
  eprinttype    = {arXiv},
  eprint       = {2102.13651},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2102-13651.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-10158,
  author       = {Samuel G. M{\"{u}}ller and
                  Frank Hutter},
  title        = {TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation},
  journal      = {CoRR},
  volume       = {abs/2103.10158},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.10158},
  eprinttype    = {arXiv},
  eprint       = {2103.10158},
  timestamp    = {Wed, 24 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-10158.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-01177,
  author       = {Colin White and
                  Arber Zela and
                  Binxin Ru and
                  Yang Liu and
                  Frank Hutter},
  title        = {How Powerful are Performance Predictors in Neural Architecture Search?},
  journal      = {CoRR},
  volume       = {abs/2104.01177},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.01177},
  eprinttype    = {arXiv},
  eprint       = {2104.01177},
  timestamp    = {Mon, 12 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-01177.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-01015,
  author       = {Julia Guerrero{-}Viu and
                  Sven Hauns and
                  Sergio Izquierdo and
                  Guilherme Miotto and
                  Simon Schrodi and
                  Andre Biedenkapp and
                  Thomas Elsken and
                  Difan Deng and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Bag of Baselines for Multi-objective Joint Neural Architecture Search
                  and Hyperparameter Optimization},
  journal      = {CoRR},
  volume       = {abs/2105.01015},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.01015},
  eprinttype    = {arXiv},
  eprint       = {2105.01015},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-01015.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-08541,
  author       = {Theresa Eimer and
                  Andr{\'{e}} Biedenkapp and
                  Maximilian Reimer and
                  Steven Adriaensen and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {DACBench: {A} Benchmark Library for Dynamic Algorithm Configuration},
  journal      = {CoRR},
  volume       = {abs/2105.08541},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.08541},
  eprinttype    = {arXiv},
  eprint       = {2105.08541},
  timestamp    = {Mon, 31 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-08541.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-09821,
  author       = {Noor H. Awad and
                  Neeratyoy Mallik and
                  Frank Hutter},
  title        = {{DEHB:} Evolutionary Hyberband for Scalable, Robust and Efficient
                  Hyperparameter Optimization},
  journal      = {CoRR},
  volume       = {abs/2105.09821},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.09821},
  eprinttype    = {arXiv},
  eprint       = {2105.09821},
  timestamp    = {Mon, 31 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-09821.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-05110,
  author       = {Theresa Eimer and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {Self-Paced Context Evaluation for Contextual Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2106.05110},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.05110},
  eprinttype    = {arXiv},
  eprint       = {2106.05110},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-05110.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-05262,
  author       = {Andr{\'{e}} Biedenkapp and
                  Raghu Rajan and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {TempoRL: Learning When to Act},
  journal      = {CoRR},
  volume       = {abs/2106.05262},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.05262},
  eprinttype    = {arXiv},
  eprint       = {2106.05262},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-05262.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-11189,
  author       = {Arlind Kadra and
                  Marius Lindauer and
                  Frank Hutter and
                  Josif Grabocka},
  title        = {Regularization is all you Need: Simple Neural Nets can Excel on Tabular
                  Data},
  journal      = {CoRR},
  volume       = {abs/2106.11189},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.11189},
  eprinttype    = {arXiv},
  eprint       = {2106.11189},
  timestamp    = {Tue, 29 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-11189.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-03719,
  author       = {Thomas Elsken and
                  Benedikt Staffler and
                  Arber Zela and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Bag of Tricks for Neural Architecture Search},
  journal      = {CoRR},
  volume       = {abs/2107.03719},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.03719},
  eprinttype    = {arXiv},
  eprint       = {2107.03719},
  timestamp    = {Tue, 20 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-03719.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-04369,
  author       = {Ashwin Raaghav Narayanan and
                  Arber Zela and
                  Tonmoy Saikia and
                  Thomas Brox and
                  Frank Hutter},
  title        = {Multi-headed Neural Ensemble Search},
  journal      = {CoRR},
  volume       = {abs/2107.04369},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.04369},
  eprinttype    = {arXiv},
  eprint       = {2107.04369},
  timestamp    = {Tue, 20 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-04369.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06716,
  author       = {Katharina Eggensperger and
                  Philipp M{\"{u}}ller and
                  Neeratyoy Mallik and
                  Matthias Feurer and
                  Ren{\'{e}} Sass and
                  Aaron Klein and
                  Noor H. Awad and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {HPOBench: {A} Collection of Reproducible Multi-Fidelity Benchmark
                  Problems for {HPO}},
  journal      = {CoRR},
  volume       = {abs/2109.06716},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.06716},
  eprinttype    = {arXiv},
  eprint       = {2109.06716},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-06716.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-09831,
  author       = {Marius Lindauer and
                  Katharina Eggensperger and
                  Matthias Feurer and
                  Andr{\'{e}} Biedenkapp and
                  Difan Deng and
                  Carolin Benjamins and
                  Ren{\'{e}} Sass and
                  Frank Hutter},
  title        = {{SMAC3:} {A} Versatile Bayesian Optimization Package for Hyperparameter
                  Optimization},
  journal      = {CoRR},
  volume       = {abs/2109.09831},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.09831},
  eprinttype    = {arXiv},
  eprint       = {2109.09831},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-09831.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-02102,
  author       = {Carolin Benjamins and
                  Theresa Eimer and
                  Frederik Schubert and
                  Andr{\'{e}} Biedenkapp and
                  Bodo Rosenhahn and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {{CARL:} {A} Benchmark for Contextual and Adaptive Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2110.02102},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.02102},
  eprinttype    = {arXiv},
  eprint       = {2110.02102},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-02102.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-03602,
  author       = {Shen Yan and
                  Colin White and
                  Yash Savani and
                  Frank Hutter},
  title        = {NAS-Bench-x11 and the Power of Learning Curves},
  journal      = {CoRR},
  volume       = {abs/2111.03602},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.03602},
  eprinttype    = {arXiv},
  eprint       = {2111.03602},
  timestamp    = {Wed, 10 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-03602.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-10510,
  author       = {Samuel M{\"{u}}ller and
                  Noah Hollmann and
                  Sebastian Pineda{-}Arango and
                  Josif Grabocka and
                  Frank Hutter},
  title        = {Transformers Can Do Bayesian Inference},
  journal      = {CoRR},
  volume       = {abs/2112.10510},
  year         = {2021},
  url          = {https://arxiv.org/abs/2112.10510},
  eprinttype    = {arXiv},
  eprint       = {2112.10510},
  timestamp    = {Tue, 04 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2112-10510.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/alife/LehmanCMAABBBBB20,
  author       = {Joel Lehman and
                  Jeff Clune and
                  Dusan Misevic and
                  Christoph Adami and
                  Lee Altenberg and
                  Julie Beaulieu and
                  Peter J. Bentley and
                  Samuel Bernard and
                  Guillaume Beslon and
                  David M. Bryson and
                  Nick Cheney and
                  Patryk Chrabaszcz and
                  Antoine Cully and
                  St{\'{e}}phane Doncieux and
                  Fred C. Dyer and
                  Kai Olav Ellefsen and
                  Robert Feldt and
                  Stephan Fischer and
                  Stephanie Forrest and
                  Antoine Fr{\'{e}}noy and
                  Christian Gagn{\'{e}} and
                  L{\'{e}}ni K. Le Goff and
                  Laura M. Grabowski and
                  Babak Hodjat and
                  Frank Hutter and
                  Laurent Keller and
                  Carole Knibbe and
                  Peter Krcah and
                  Richard E. Lenski and
                  Hod Lipson and
                  Robert MacCurdy and
                  Carlos Maestre and
                  Risto Miikkulainen and
                  Sara Mitri and
                  David E. Moriarty and
                  Jean{-}Baptiste Mouret and
                  Anh Nguyen and
                  Charles Ofria and
                  Marc Parizeau and
                  David P. Parsons and
                  Robert T. Pennock and
                  William F. Punch and
                  Thomas S. Ray and
                  Marc Schoenauer and
                  Eric Schulte and
                  Karl Sims and
                  Kenneth O. Stanley and
                  Fran{\c{c}}ois Taddei and
                  Danesh Tarapore and
                  Simon Thibault and
                  Richard A. Watson and
                  Westley Weimer and
                  Jason Yosinski},
  title        = {The Surprising Creativity of Digital Evolution: {A} Collection of
                  Anecdotes from the Evolutionary Computation and Artificial Life Research
                  Communities},
  journal      = {Artif. Life},
  volume       = {26},
  number       = {2},
  pages        = {274--306},
  year         = {2020},
  url          = {https://doi.org/10.1162/artl\_a\_00319},
  doi          = {10.1162/ARTL\_A\_00319},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/alife/LehmanCMAABBBBB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/MullerMHHWB20,
  author       = {Teresa M{\"{u}}ller and
                  Milad Miladi and
                  Frank Hutter and
                  Ivo L. Hofacker and
                  Sebastian Will and
                  Rolf Backofen},
  title        = {The locality dilemma of Sankoff-like {RNA} alignments},
  journal      = {Bioinform.},
  volume       = {36},
  number       = {Supplement-1},
  pages        = {i242--i250},
  year         = {2020},
  url          = {https://doi.org/10.1093/bioinformatics/btaa431},
  doi          = {10.1093/BIOINFORMATICS/BTAA431},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/MullerMHHWB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/GemeinSCWBSHB20,
  author       = {Lukas Alexander Wilhelm Gemein and
                  Robin Tibor Schirrmeister and
                  Patryk Chrabaszcz and
                  Daniel Wilson and
                  Joschka Boedecker and
                  Andreas Schulze{-}Bonhage and
                  Frank Hutter and
                  Tonio Ball},
  title        = {Machine-learning-based diagnostics of {EEG} pathology},
  journal      = {NeuroImage},
  volume       = {220},
  pages        = {117021},
  year         = {2020},
  url          = {https://doi.org/10.1016/j.neuroimage.2020.117021},
  doi          = {10.1016/J.NEUROIMAGE.2020.117021},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neuroimage/GemeinSCWBSHB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/ElskenSMH20,
  author       = {Thomas Elsken and
                  Benedikt Staffler and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Meta-Learning of Neural Architectures for Few-Shot Learning},
  booktitle    = {2020 {IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2020, Seattle, WA, USA, June 13-19, 2020},
  pages        = {12362--12372},
  publisher    = {Computer Vision Foundation / {IEEE}},
  year         = {2020},
  url          = {https://openaccess.thecvf.com/content\_CVPR\_2020/html/Elsken\_Meta-Learning\_of\_Neural\_Architectures\_for\_Few-Shot\_Learning\_CVPR\_2020\_paper.html},
  doi          = {10.1109/CVPR42600.2020.01238},
  timestamp    = {Tue, 31 Aug 2021 14:00:04 +0200},
  biburl       = {https://dblp.org/rec/conf/cvpr/ElskenSMH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/BiedenkappBEHL20,
  author       = {Andr{\'{e}} Biedenkapp and
                  H. Furkan Bozkurt and
                  Theresa Eimer and
                  Frank Hutter and
                  Marius Lindauer},
  editor       = {Giuseppe De Giacomo and
                  Alejandro Catal{\'{a}} and
                  Bistra Dilkina and
                  Michela Milano and
                  Sen{\'{e}}n Barro and
                  Alberto Bugar{\'{\i}}n and
                  J{\'{e}}r{\^{o}}me Lang},
  title        = {Dynamic Algorithm Configuration: Foundation of a New Meta-Algorithmic
                  Framework},
  booktitle    = {{ECAI} 2020 - 24th European Conference on Artificial Intelligence,
                  29 August-8 September 2020, Santiago de Compostela, Spain, August
                  29 - September 8, 2020 - Including 10th Conference on Prestigious
                  Applications of Artificial Intelligence {(PAIS} 2020)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {325},
  pages        = {427--434},
  publisher    = {{IOS} Press},
  year         = {2020},
  url          = {https://doi.org/10.3233/FAIA200122},
  doi          = {10.3233/FAIA200122},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecai/BiedenkappBEHL20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/GargianiZTDH20,
  author       = {Matilde Gargiani and
                  Andrea Zanelli and
                  Quoc Tran{-}Dinh and
                  Moritz Diehl and
                  Frank Hutter},
  title        = {Transferring Optimality Across Data Distributions via Homotopy Methods},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=S1gEIerYwH},
  timestamp    = {Thu, 07 May 2020 17:11:47 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/GargianiZTDH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/VolppFFDFHD20,
  author       = {Michael Volpp and
                  Lukas P. Fr{\"{o}}hlich and
                  Kirsten Fischer and
                  Andreas Doerr and
                  Stefan Falkner and
                  Frank Hutter and
                  Christian Daniel},
  title        = {Meta-Learning Acquisition Functions for Transfer Learning in Bayesian
                  Optimization},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=ryeYpJSKwr},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/VolppFFDFHD20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZelaESMBH20,
  author       = {Arber Zela and
                  Thomas Elsken and
                  Tonmoy Saikia and
                  Yassine Marrakchi and
                  Thomas Brox and
                  Frank Hutter},
  title        = {Understanding and Robustifying Differentiable Architecture Search},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=H1gDNyrKDS},
  timestamp    = {Thu, 07 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZelaESMBH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZelaSH20,
  author       = {Arber Zela and
                  Julien Siems and
                  Frank Hutter},
  title        = {NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture
                  Search},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=SJx9ngStPH},
  timestamp    = {Thu, 07 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZelaSH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ppsn/ShalaBAALH20,
  author       = {Gresa Shala and
                  Andr{\'{e}} Biedenkapp and
                  Noor H. Awad and
                  Steven Adriaensen and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {Thomas B{\"{a}}ck and
                  Mike Preuss and
                  Andr{\'{e}} H. Deutz and
                  Hao Wang and
                  Carola Doerr and
                  Michael T. M. Emmerich and
                  Heike Trautmann},
  title        = {Learning Step-Size Adaptation in {CMA-ES}},
  booktitle    = {Parallel Problem Solving from Nature - {PPSN} {XVI} - 16th International
                  Conference, {PPSN} 2020, Leiden, The Netherlands, September 5-9, 2020,
                  Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12269},
  pages        = {691--706},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-58112-1\_48},
  doi          = {10.1007/978-3-030-58112-1\_48},
  timestamp    = {Wed, 18 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ppsn/ShalaBAALH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-10422,
  author       = {Arber Zela and
                  Julien Siems and
                  Frank Hutter},
  title        = {NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture
                  Search},
  journal      = {CoRR},
  volume       = {abs/2001.10422},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.10422},
  eprinttype    = {arXiv},
  eprint       = {2001.10422},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-10422.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-05115,
  author       = {Lukas Alexander Wilhelm Gemein and
                  Robin Tibor Schirrmeister and
                  Patryk Chrabaszcz and
                  Daniel Wilson and
                  Joschka Boedecker and
                  Andreas Schulze{-}Bonhage and
                  Frank Hutter and
                  Tonio Ball},
  title        = {Machine-Learning-Based Diagnostics of {EEG} Pathology},
  journal      = {CoRR},
  volume       = {abs/2002.05115},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.05115},
  eprinttype    = {arXiv},
  eprint       = {2002.05115},
  timestamp    = {Fri, 14 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-05115.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-02409,
  author       = {Matilde Gargiani and
                  Andrea Zanelli and
                  Moritz Diehl and
                  Frank Hutter},
  title        = {On the Promise of the Stochastic Generalized Gauss-Newton Method for
                  Training DNNs},
  journal      = {CoRR},
  volume       = {abs/2006.02409},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.02409},
  eprinttype    = {arXiv},
  eprint       = {2006.02409},
  timestamp    = {Mon, 08 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-02409.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-08246,
  author       = {David Speck and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter and
                  Robert Mattm{\"{u}}ller and
                  Marius Lindauer},
  title        = {Learning Heuristic Selection with Dynamic Algorithm Configuration},
  journal      = {CoRR},
  volume       = {abs/2006.08246},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.08246},
  eprinttype    = {arXiv},
  eprint       = {2006.08246},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-08246.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-08573,
  author       = {Sheheryar Zaidi and
                  Arber Zela and
                  Thomas Elsken and
                  Chris C. Holmes and
                  Frank Hutter and
                  Yee Whye Teh},
  title        = {Neural Ensemble Search for Performant and Calibrated Predictions},
  journal      = {CoRR},
  volume       = {abs/2006.08573},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.08573},
  eprinttype    = {arXiv},
  eprint       = {2006.08573},
  timestamp    = {Mon, 06 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-08573.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-13799,
  author       = {Lucas Zimmer and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and
                  Robust AutoDL},
  journal      = {CoRR},
  volume       = {abs/2006.13799},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.13799},
  eprinttype    = {arXiv},
  eprint       = {2006.13799},
  timestamp    = {Wed, 01 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-13799.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-14608,
  author       = {Artur L. F. Souza and
                  Luigi Nardi and
                  Leonardo B. Oliveira and
                  Kunle Olukotun and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Prior-guided Bayesian Optimization},
  journal      = {CoRR},
  volume       = {abs/2006.14608},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.14608},
  eprinttype    = {arXiv},
  eprint       = {2006.14608},
  timestamp    = {Wed, 01 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-14608.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-04074,
  author       = {Matthias Feurer and
                  Katharina Eggensperger and
                  Stefan Falkner and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Auto-Sklearn 2.0: The Next Generation},
  journal      = {CoRR},
  volume       = {abs/2007.04074},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.04074},
  eprinttype    = {arXiv},
  eprint       = {2007.04074},
  timestamp    = {Mon, 20 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-04074.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-09777,
  author       = {Julien Siems and
                  Lucas Zimmer and
                  Arber Zela and
                  Jovita Lukasik and
                  Margret Keuper and
                  Frank Hutter},
  title        = {NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture
                  Search},
  journal      = {CoRR},
  volume       = {abs/2008.09777},
  year         = {2020},
  url          = {https://arxiv.org/abs/2008.09777},
  eprinttype    = {arXiv},
  eprint       = {2008.09777},
  timestamp    = {Fri, 28 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2008-09777.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-01555,
  author       = {J{\"{o}}rg K. H. Franke and
                  Gregor K{\"{o}}hler and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter},
  title        = {Sample-Efficient Automated Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2009.01555},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.01555},
  eprinttype    = {arXiv},
  eprint       = {2009.01555},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-01555.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-13828,
  author       = {Katharina Eggensperger and
                  Kai Haase and
                  Philipp M{\"{u}}ller and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Neural Model-based Optimization with Right-Censored Observations},
  journal      = {CoRR},
  volume       = {abs/2009.13828},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.13828},
  eprinttype    = {arXiv},
  eprint       = {2009.13828},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-13828.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-04683,
  author       = {Jovita Lukasik and
                  David Friede and
                  Arber Zela and
                  Heiner Stuckenschmidt and
                  Frank Hutter and
                  Margret Keuper},
  title        = {Smooth Variational Graph Embeddings for Efficient Neural Architecture
                  Search},
  journal      = {CoRR},
  volume       = {abs/2010.04683},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.04683},
  eprinttype    = {arXiv},
  eprint       = {2010.04683},
  timestamp    = {Tue, 13 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-04683.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-07710,
  author       = {Mauro Vallati and
                  Luk{\'{a}}s Chrpa and
                  Thomas Leo McCluskey and
                  Frank Hutter},
  title        = {On the Importance of Domain Model Configuration for Automated Planning
                  Engines},
  journal      = {CoRR},
  volume       = {abs/2010.07710},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.07710},
  eprinttype    = {arXiv},
  eprint       = {2010.07710},
  timestamp    = {Wed, 21 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-07710.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-13117,
  author       = {Danny Stoll and
                  J{\"{o}}rg K. H. Franke and
                  Diane Wagner and
                  Simon Selg and
                  Frank Hutter},
  title        = {Hyperparameter Transfer Across Developer Adjustments},
  journal      = {CoRR},
  volume       = {abs/2010.13117},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.13117},
  eprinttype    = {arXiv},
  eprint       = {2010.13117},
  timestamp    = {Mon, 02 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-13117.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-10298,
  author       = {Matilde Gargiani and
                  Andrea Zanelli and
                  Quoc Tran{-}Dinh and
                  Moritz Diehl and
                  Frank Hutter},
  title        = {Convergence Analysis of Homotopy-SGD for non-convex optimization},
  journal      = {CoRR},
  volume       = {abs/2011.10298},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.10298},
  eprinttype    = {arXiv},
  eprint       = {2011.10298},
  timestamp    = {Wed, 25 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-10298.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-06400,
  author       = {Noor H. Awad and
                  Neeratyoy Mallik and
                  Frank Hutter},
  title        = {Differential Evolution for Neural Architecture Search},
  journal      = {CoRR},
  volume       = {abs/2012.06400},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.06400},
  eprinttype    = {arXiv},
  eprint       = {2012.06400},
  timestamp    = {Sat, 02 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-06400.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-08180,
  author       = {Noor H. Awad and
                  Gresa Shala and
                  Difan Deng and
                  Neeratyoy Mallik and
                  Matthias Feurer and
                  Katharina Eggensperger and
                  Andr{\'{e}} Biedenkapp and
                  Diederick Vermetten and
                  Hao Wang and
                  Carola Doerr and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Squirrel: {A} Switching Hyperparameter Optimizer},
  journal      = {CoRR},
  volume       = {abs/2012.08180},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.08180},
  eprinttype    = {arXiv},
  eprint       = {2012.08180},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-08180.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/EggenspergerLH19,
  author       = {Katharina Eggensperger and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Pitfalls and Best Practices in Algorithm Configuration},
  journal      = {J. Artif. Intell. Res.},
  volume       = {64},
  pages        = {861--893},
  year         = {2019},
  url          = {https://doi.org/10.1613/jair.1.11420},
  doi          = {10.1613/JAIR.1.11420},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/EggenspergerLH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ElskenMH19,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Neural Architecture Search: {A} Survey},
  journal      = {J. Mach. Learn. Res.},
  volume       = {20},
  pages        = {55:1--55:21},
  year         = {2019},
  url          = {http://jmlr.org/papers/v20/18-598.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/ElskenMH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/SharmaRHM19,
  author       = {Abhinav Sharma and
                  Jan N. van Rijn and
                  Frank Hutter and
                  Andreas M{\"{u}}ller},
  editor       = {Petra Kralj Novak and
                  Tomislav Smuc and
                  Saso Dzeroski},
  title        = {Hyperparameter Importance for Image Classification by Residual Neural
                  Networks},
  booktitle    = {Discovery Science - 22nd International Conference, {DS} 2019, Split,
                  Croatia, October 28-30, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11828},
  pages        = {112--126},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-33778-0\_10},
  doi          = {10.1007/978-3-030-33778-0\_10},
  timestamp    = {Tue, 22 Oct 2019 15:44:49 +0200},
  biburl       = {https://dblp.org/rec/conf/dis/SharmaRHM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/SaikiaMZHB19,
  author       = {Tonmoy Saikia and
                  Yassine Marrakchi and
                  Arber Zela and
                  Frank Hutter and
                  Thomas Brox},
  title        = {AutoDispNet: Improving Disparity Estimation With AutoML},
  booktitle    = {2019 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
                  2019, Seoul, Korea (South), October 27 - November 2, 2019},
  pages        = {1812--1823},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICCV.2019.00190},
  doi          = {10.1109/ICCV.2019.00190},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iccv/SaikiaMZHB19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ElskenMH19,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Efficient Multi-Objective Neural Architecture Search via Lamarckian
                  Evolution},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=ByME42AqK7},
  timestamp    = {Thu, 25 Jul 2019 13:03:15 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ElskenMH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LoshchilovH19,
  author       = {Ilya Loshchilov and
                  Frank Hutter},
  title        = {Decoupled Weight Decay Regularization},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=Bkg6RiCqY7},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/LoshchilovH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/RungeSFH19,
  author       = {Frederic Runge and
                  Danny Stoll and
                  Stefan Falkner and
                  Frank Hutter},
  title        = {Learning to Design {RNA}},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=ByfyHh05tQ},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iclr/RungeSFH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YingKCR0H19,
  author       = {Chris Ying and
                  Aaron Klein and
                  Eric Christiansen and
                  Esteban Real and
                  Kevin Murphy and
                  Frank Hutter},
  editor       = {Kamalika Chaudhuri and
                  Ruslan Salakhutdinov},
  title        = {NAS-Bench-101: Towards Reproducible Neural Architecture Search},
  booktitle    = {Proceedings of the 36th International Conference on Machine Learning,
                  {ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {97},
  pages        = {7105--7114},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v97/ying19a.html},
  timestamp    = {Tue, 11 Jun 2019 15:37:38 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/YingKCR0H19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/FuksAHL19,
  author       = {Lior Fuks and
                  Noor H. Awad and
                  Frank Hutter and
                  Marius Lindauer},
  editor       = {Sarit Kraus},
  title        = {An Evolution Strategy with Progressive Episode Lengths for Playing
                  Games},
  booktitle    = {Proceedings of the Twenty-Eighth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
                  2019},
  pages        = {1234--1240},
  publisher    = {ijcai.org},
  year         = {2019},
  url          = {https://doi.org/10.24963/ijcai.2019/172},
  doi          = {10.24963/IJCAI.2019/172},
  timestamp    = {Wed, 18 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ijcai/FuksAHL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KleinDHLG19,
  author       = {Aaron Klein and
                  Zhenwen Dai and
                  Frank Hutter and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Meta-Surrogate Benchmarking for Hyperparameter Optimization},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {6267--6277},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/0668e20b3c9e9185b04b3d2a9dc8fa2d-Abstract.html},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/KleinDHLG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/AbdelgawadKGFH19,
  author       = {Louay Abdelgawad and
                  Peter Kluegl and
                  Erdan Genc and
                  Stefan Falkner and
                  Frank Hutter},
  editor       = {Ulf Brefeld and
                  {\'{E}}lisa Fromont and
                  Andreas Hotho and
                  Arno J. Knobbe and
                  Marloes H. Maathuis and
                  C{\'{e}}line Robardet},
  title        = {Optimizing Neural Networks for Patent Classification},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20,
                  2019, Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11908},
  pages        = {688--703},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-46133-1\_41},
  doi          = {10.1007/978-3-030-46133-1\_41},
  timestamp    = {Mon, 04 May 2020 14:12:15 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/AbdelgawadKGFH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/19/FeurerH19,
  author       = {Matthias Feurer and
                  Frank Hutter},
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Hyperparameter Optimization},
  booktitle    = {Automated Machine Learning - Methods, Systems, Challenges},
  series       = {The Springer Series on Challenges in Machine Learning},
  pages        = {3--33},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-05318-5\_1},
  doi          = {10.1007/978-3-030-05318-5\_1},
  timestamp    = {Mon, 28 Aug 2023 21:17:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/FeurerH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/19/ElskenMH19,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Neural Architecture Search},
  booktitle    = {Automated Machine Learning - Methods, Systems, Challenges},
  series       = {The Springer Series on Challenges in Machine Learning},
  pages        = {63--77},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-05318-5\_3},
  doi          = {10.1007/978-3-030-05318-5\_3},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/ElskenMH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/19/KotthoffTHHL19,
  author       = {Lars Kotthoff and
                  Chris Thornton and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown},
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Auto-WEKA: Automatic Model Selection and Hyperparameter Optimization
                  in {WEKA}},
  booktitle    = {Automated Machine Learning - Methods, Systems, Challenges},
  series       = {The Springer Series on Challenges in Machine Learning},
  pages        = {81--95},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-05318-5\_4},
  doi          = {10.1007/978-3-030-05318-5\_4},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/KotthoffTHHL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/19/FeurerKES0H19,
  author       = {Matthias Feurer and
                  Aaron Klein and
                  Katharina Eggensperger and
                  Jost Tobias Springenberg and
                  Manuel Blum and
                  Frank Hutter},
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Auto-sklearn: Efficient and Robust Automated Machine Learning},
  booktitle    = {Automated Machine Learning - Methods, Systems, Challenges},
  series       = {The Springer Series on Challenges in Machine Learning},
  pages        = {113--134},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-05318-5\_6},
  doi          = {10.1007/978-3-030-05318-5\_6},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/FeurerKES0H19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/19/MendozaKFSUBDLH19,
  author       = {Hector Mendoza and
                  Aaron Klein and
                  Matthias Feurer and
                  Jost Tobias Springenberg and
                  Matthias Urban and
                  Michael Burkart and
                  Maximilian Dippel and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Towards Automatically-Tuned Deep Neural Networks},
  booktitle    = {Automated Machine Learning - Methods, Systems, Challenges},
  series       = {The Springer Series on Challenges in Machine Learning},
  pages        = {135--149},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-05318-5\_7},
  doi          = {10.1007/978-3-030-05318-5\_7},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/19/MendozaKFSUBDLH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/sp/HKV2019,
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Automated Machine Learning - Methods, Systems, Challenges},
  series       = {The Springer Series on Challenges in Machine Learning},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-05318-5},
  doi          = {10.1007/978-3-030-05318-5},
  isbn         = {978-3-030-05317-8},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/HKV2019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-09635,
  author       = {Chris Ying and
                  Aaron Klein and
                  Esteban Real and
                  Eric Christiansen and
                  Kevin Murphy and
                  Frank Hutter},
  title        = {NAS-Bench-101: Towards Reproducible Neural Architecture Search},
  journal      = {CoRR},
  volume       = {abs/1902.09635},
  year         = {2019},
  url          = {http://arxiv.org/abs/1902.09635},
  eprinttype    = {arXiv},
  eprint       = {1902.09635},
  timestamp    = {Tue, 21 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1902-09635.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-02642,
  author       = {Michael Volpp and
                  Lukas P. Fr{\"{o}}hlich and
                  Andreas Doerr and
                  Frank Hutter and
                  Christian Daniel},
  title        = {Meta-Learning Acquisition Functions for Bayesian Optimization},
  journal      = {CoRR},
  volume       = {abs/1904.02642},
  year         = {2019},
  url          = {http://arxiv.org/abs/1904.02642},
  eprinttype    = {arXiv},
  eprint       = {1904.02642},
  timestamp    = {Wed, 06 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1904-02642.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-04970,
  author       = {Aaron Klein and
                  Frank Hutter},
  title        = {Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization},
  journal      = {CoRR},
  volume       = {abs/1905.04970},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.04970},
  eprinttype    = {arXiv},
  eprint       = {1905.04970},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-04970.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-07443,
  author       = {Tonmoy Saikia and
                  Yassine Marrakchi and
                  Arber Zela and
                  Frank Hutter and
                  Thomas Brox},
  title        = {AutoDispNet: Improving Disparity Estimation with AutoML},
  journal      = {CoRR},
  volume       = {abs/1905.07443},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.07443},
  eprinttype    = {arXiv},
  eprint       = {1905.07443},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-07443.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-12982,
  author       = {Aaron Klein and
                  Zhenwen Dai and
                  Frank Hutter and
                  Neil D. Lawrence and
                  Javier Gonz{\'{a}}lez},
  title        = {Meta-Surrogate Benchmarking for Hyperparameter Optimization},
  journal      = {CoRR},
  volume       = {abs/1905.12982},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.12982},
  eprinttype    = {arXiv},
  eprint       = {1905.12982},
  timestamp    = {Tue, 30 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-12982.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-07644,
  author       = {Andr{\'{e}} Biedenkapp and
                  H. Furkan Bozkurt and
                  Frank Hutter and
                  Marius Lindauer},
  title        = {Towards White-box Benchmarks for Algorithm Control},
  journal      = {CoRR},
  volume       = {abs/1906.07644},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.07644},
  eprinttype    = {arXiv},
  eprint       = {1906.07644},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-07644.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06674,
  author       = {Marius Lindauer and
                  Matthias Feurer and
                  Katharina Eggensperger and
                  Andr{\'{e}} Biedenkapp and
                  Frank Hutter},
  title        = {Towards Assessing the Impact of Bayesian Optimization's Own Hyperparameters},
  journal      = {CoRR},
  volume       = {abs/1908.06674},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.06674},
  eprinttype    = {arXiv},
  eprint       = {1908.06674},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-06674.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06756,
  author       = {Marius Lindauer and
                  Katharina Eggensperger and
                  Matthias Feurer and
                  Andr{\'{e}} Biedenkapp and
                  Joshua Marben and
                  Philipp M{\"{u}}ller and
                  Frank Hutter},
  title        = {{BOAH:} {A} Tool Suite for Multi-Fidelity Bayesian Optimization {\&}
                  Analysis of Hyperparameters},
  journal      = {CoRR},
  volume       = {abs/1908.06756},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.06756},
  eprinttype    = {arXiv},
  eprint       = {1908.06756},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-06756.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-02453,
  author       = {Marius Lindauer and
                  Frank Hutter},
  title        = {Best Practices for Scientific Research on Neural Architecture Search},
  journal      = {CoRR},
  volume       = {abs/1909.02453},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.02453},
  eprinttype    = {arXiv},
  eprint       = {1909.02453},
  timestamp    = {Mon, 16 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-02453.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-07750,
  author       = {Raghu Rajan and
                  Frank Hutter},
  title        = {!MDP Playground: Meta-Features in Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1909.07750},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.07750},
  eprinttype    = {arXiv},
  eprint       = {1909.07750},
  timestamp    = {Mon, 23 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-07750.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09656,
  author       = {Arber Zela and
                  Thomas Elsken and
                  Tonmoy Saikia and
                  Yassine Marrakchi and
                  Thomas Brox and
                  Frank Hutter},
  title        = {Understanding and Robustifying Differentiable Architecture Search},
  journal      = {CoRR},
  volume       = {abs/1909.09656},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.09656},
  eprinttype    = {arXiv},
  eprint       = {1909.09656},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-09656.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-04522,
  author       = {Matilde Gargiani and
                  Aaron Klein and
                  Stefan Falkner and
                  Frank Hutter},
  title        = {Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter
                  Settings},
  journal      = {CoRR},
  volume       = {abs/1910.04522},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.04522},
  eprinttype    = {arXiv},
  eprint       = {1910.04522},
  timestamp    = {Wed, 16 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-04522.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-12824,
  author       = {J{\"{o}}rg K. H. Franke and
                  Gregor K{\"{o}}hler and
                  Noor H. Awad and
                  Frank Hutter},
  title        = {Neural Architecture Evolution in Deep Reinforcement Learning for Continuous
                  Control},
  journal      = {CoRR},
  volume       = {abs/1910.12824},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.12824},
  eprinttype    = {arXiv},
  eprint       = {1910.12824},
  timestamp    = {Wed, 18 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-12824.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-02490,
  author       = {Matthias Feurer and
                  Jan N. van Rijn and
                  Arlind Kadra and
                  Pieter Gijsbers and
                  Neeratyoy Mallik and
                  Sahithya Ravi and
                  Andreas M{\"{u}}ller and
                  Joaquin Vanschoren and
                  Frank Hutter},
  title        = {OpenML-Python: an extensible Python {API} for OpenML},
  journal      = {CoRR},
  volume       = {abs/1911.02490},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.02490},
  eprinttype    = {arXiv},
  eprint       = {1911.02490},
  timestamp    = {Mon, 11 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-02490.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-11090,
  author       = {Thomas Elsken and
                  Benedikt Staffler and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Meta-Learning of Neural Architectures for Few-Shot Learning},
  journal      = {CoRR},
  volume       = {abs/1911.11090},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.11090},
  eprinttype    = {arXiv},
  eprint       = {1911.11090},
  timestamp    = {Tue, 03 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-11090.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/heuristics/WagnerLMNH18,
  author       = {Markus Wagner and
                  Marius Lindauer and
                  Mustafa Misir and
                  Samadhi Nallaperuma and
                  Frank Hutter},
  title        = {A case study of algorithm selection for the traveling thief problem},
  journal      = {J. Heuristics},
  volume       = {24},
  number       = {3},
  pages        = {295--320},
  year         = {2018},
  url          = {https://doi.org/10.1007/s10732-017-9328-y},
  doi          = {10.1007/S10732-017-9328-Y},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/heuristics/WagnerLMNH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/EggenspergerLHH18,
  author       = {Katharina Eggensperger and
                  Marius Lindauer and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown},
  title        = {Efficient benchmarking of algorithm configurators via model-based
                  surrogates},
  journal      = {Mach. Learn.},
  volume       = {107},
  number       = {1},
  pages        = {15--41},
  year         = {2018},
  url          = {https://doi.org/10.1007/s10994-017-5683-z},
  doi          = {10.1007/S10994-017-5683-Z},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/EggenspergerLHH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/LindauerH18,
  author       = {Marius Lindauer and
                  Frank Hutter},
  editor       = {Sheila A. McIlraith and
                  Kilian Q. Weinberger},
  title        = {Warmstarting of Model-Based Algorithm Configuration},
  booktitle    = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
                  (AAAI-18), the 30th innovative Applications of Artificial Intelligence
                  (IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
                  Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
                  2-7, 2018},
  pages        = {1355--1362},
  publisher    = {{AAAI} Press},
  year         = {2018},
  url          = {https://doi.org/10.1609/aaai.v32i1.11532},
  doi          = {10.1609/AAAI.V32I1.11532},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/LindauerH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/IlgCGKMHB18,
  author       = {Eddy Ilg and
                  {\"{O}}zg{\"{u}}n {\c{C}}i{\c{c}}ek and
                  Silvio Galesso and
                  Aaron Klein and
                  Osama Makansi and
                  Frank Hutter and
                  Thomas Brox},
  editor       = {Vittorio Ferrari and
                  Martial Hebert and
                  Cristian Sminchisescu and
                  Yair Weiss},
  title        = {Uncertainty Estimates and Multi-hypotheses Networks for Optical Flow},
  booktitle    = {Computer Vision - {ECCV} 2018 - 15th European Conference, Munich,
                  Germany, September 8-14, 2018, Proceedings, Part {VII}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11211},
  pages        = {677--693},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-01234-2\_40},
  doi          = {10.1007/978-3-030-01234-2\_40},
  timestamp    = {Tue, 14 May 2019 10:00:45 +0200},
  biburl       = {https://dblp.org/rec/conf/eccv/IlgCGKMHB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/WilsonRSLHBKKOO18,
  author       = {Dennis G. Wilson and
                  Silvio Rodrigues and
                  Carlos Segura and
                  Ilya Loshchilov and
                  Frank Hutter and
                  Guillermo L{\'{o}}pez Buenfil and
                  Ahmed Kheiri and
                  Ed Keedwell and
                  Mario Ocampo{-}Pineda and
                  Ender {\"{O}}zcan and
                  Sergio Iwan Valdez Pea and
                  Brian Goldman and
                  Salvador Botello Rionda and
                  Arturo Hern{\'{a}}ndez Aguirre and
                  Kalyan Veeramachaneni and
                  Sylvain Cussat{-}Blanc},
  editor       = {Hern{\'{a}}n E. Aguirre and
                  Keiki Takadama},
  title        = {Summary of evolutionary computation for wind farm layout optimization},
  booktitle    = {Proceedings of the Genetic and Evolutionary Computation Conference
                  Companion, {GECCO} 2018, Kyoto, Japan, July 15-19, 2018},
  pages        = {31--32},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3205651.3208208},
  doi          = {10.1145/3205651.3208208},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/WilsonRSLHBKKOO18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ElskenMH18,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Simple and efficient architecture search for Convolutional Neural
                  Networks},
  booktitle    = {6th International Conference on Learning Representations, {ICLR} 2018,
                  Vancouver, BC, Canada, April 30 - May 3, 2018, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2018},
  url          = {https://openreview.net/forum?id=H1hymrkDf},
  timestamp    = {Thu, 04 Apr 2019 13:20:09 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ElskenMH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FalknerKH18,
  author       = {Stefan Falkner and
                  Aaron Klein and
                  Frank Hutter},
  title        = {Practical Hyperparameter Optimization for Deep Learning},
  booktitle    = {6th International Conference on Learning Representations, {ICLR} 2018,
                  Vancouver, BC, Canada, April 30 - May 3, 2018, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2018},
  url          = {https://openreview.net/forum?id=HJMudFkDf},
  timestamp    = {Thu, 04 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/FalknerKH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/FalknerKH18,
  author       = {Stefan Falkner and
                  Aaron Klein and
                  Frank Hutter},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {{BOHB:} Robust and Efficient Hyperparameter Optimization at Scale},
  booktitle    = {Proceedings of the 35th International Conference on Machine Learning,
                  {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
                  10-15, 2018},
  series       = {Proceedings of Machine Learning Research},
  volume       = {80},
  pages        = {1436--1445},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/falkner18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:30 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/FalknerKH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/StrangPRH18,
  author       = {Benjamin Strang and
                  Peter van der Putten and
                  Jan N. van Rijn and
                  Frank Hutter},
  editor       = {Wouter Duivesteijn and
                  Arno Siebes and
                  Antti Ukkonen},
  title        = {Don't Rule Out Simple Models Prematurely: {A} Large Scale Benchmark
                  Comparing Linear and Non-linear Classifiers in OpenML},
  booktitle    = {Advances in Intelligent Data Analysis {XVII} - 17th International
                  Symposium, {IDA} 2018, 's-Hertogenbosch, The Netherlands, October
                  24-26, 2018, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11191},
  pages        = {303--315},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-01768-2\_25},
  doi          = {10.1007/978-3-030-01768-2\_25},
  timestamp    = {Tue, 14 May 2019 10:00:49 +0200},
  biburl       = {https://dblp.org/rec/conf/ida/StrangPRH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/ChrabaszczLH18,
  author       = {Patryk Chrabaszcz and
                  Ilya Loshchilov and
                  Frank Hutter},
  editor       = {J{\'{e}}r{\^{o}}me Lang},
  title        = {Back to Basics: Benchmarking Canonical Evolution Strategies for Playing
                  Atari},
  booktitle    = {Proceedings of the Twenty-Seventh International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
                  Sweden},
  pages        = {1419--1426},
  publisher    = {ijcai.org},
  year         = {2018},
  url          = {https://doi.org/10.24963/ijcai.2018/197},
  doi          = {10.24963/IJCAI.2018/197},
  timestamp    = {Tue, 20 Aug 2019 16:19:08 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/ChrabaszczLH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/EggenspergerLH18,
  author       = {Katharina Eggensperger and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {J{\'{e}}r{\^{o}}me Lang},
  title        = {Neural Networks for Predicting Algorithm Runtime Distributions},
  booktitle    = {Proceedings of the Twenty-Seventh International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
                  Sweden},
  pages        = {1442--1448},
  publisher    = {ijcai.org},
  year         = {2018},
  url          = {https://doi.org/10.24963/ijcai.2018/200},
  doi          = {10.24963/IJCAI.2018/200},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/EggenspergerLH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/RijnH18,
  author       = {Jan N. van Rijn and
                  Frank Hutter},
  editor       = {Yike Guo and
                  Faisal Farooq},
  title        = {Hyperparameter Importance Across Datasets},
  booktitle    = {Proceedings of the 24th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery {\&} Data Mining, {KDD} 2018, London, UK,
                  August 19-23, 2018},
  pages        = {2367--2376},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3219819.3220058},
  doi          = {10.1145/3219819.3220058},
  timestamp    = {Wed, 21 Nov 2018 12:44:27 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/RijnH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/BiedenkappMLH18,
  author       = {Andre Biedenkapp and
                  Joshua Marben and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {Roberto Battiti and
                  Mauro Brunato and
                  Ilias S. Kotsireas and
                  Panos M. Pardalos},
  title        = {{CAVE:} Configuration Assessment, Visualization and Evaluation},
  booktitle    = {Learning and Intelligent Optimization - 12th International Conference,
                  {LION} 12, Kalamata, Greece, June 10-15, 2018, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {11353},
  pages        = {115--130},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-05348-2\_10},
  doi          = {10.1007/978-3-030-05348-2\_10},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/lion/BiedenkappMLH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WilsonHD18,
  author       = {James T. Wilson and
                  Frank Hutter and
                  Marc Peter Deisenroth},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Maximizing acquisition functions for Bayesian optimization},
  booktitle    = {Advances in Neural Information Processing Systems 31: Annual Conference
                  on Neural Information Processing Systems 2018, NeurIPS 2018, December
                  3-8, 2018, Montr{\'{e}}al, Canada},
  pages        = {9906--9917},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/498f2c21688f6451d9f5fd09d53edda7-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/WilsonHD18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/18/LindauerHHL18,
  author       = {Marius Lindauer and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown},
  editor       = {Youssef Hamadi and
                  Lakhdar Sais},
  title        = {Selection and Configuration of Parallel Portfolios},
  booktitle    = {Handbook of Parallel Constraint Reasoning},
  pages        = {583--615},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-63516-3\_15},
  doi          = {10.1007/978-3-319-63516-3\_15},
  timestamp    = {Tue, 02 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/18/LindauerHHL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-07095,
  author       = {Eddy Ilg and
                  {\"{O}}zg{\"{u}}n {\c{C}}i{\c{c}}ek and
                  Silvio Galesso and
                  Aaron Klein and
                  Osama Makansi and
                  Frank Hutter and
                  Thomas Brox},
  title        = {Uncertainty Estimates for Optical Flow with Multi-Hypotheses Networks},
  journal      = {CoRR},
  volume       = {abs/1802.07095},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.07095},
  eprinttype    = {arXiv},
  eprint       = {1802.07095},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-07095.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-08842,
  author       = {Patryk Chrabaszcz and
                  Ilya Loshchilov and
                  Frank Hutter},
  title        = {Back to Basics: Benchmarking Canonical Evolution Strategies for Playing
                  Atari},
  journal      = {CoRR},
  volume       = {abs/1802.08842},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.08842},
  eprinttype    = {arXiv},
  eprint       = {1802.08842},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-08842.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-03453,
  author       = {Joel Lehman and
                  Jeff Clune and
                  Dusan Misevic and
                  Christoph Adami and
                  Lee Altenberg and
                  Julie Beaulieu and
                  Peter J. Bentley and
                  Samuel Bernard and
                  Guillaume Beslon and
                  David M. Bryson and
                  Patryk Chrabaszcz and
                  Nick Cheney and
                  Antoine Cully and
                  St{\'{e}}phane Doncieux and
                  Fred C. Dyer and
                  Kai Olav Ellefsen and
                  Robert Feldt and
                  Stephan Fischer and
                  Stephanie Forrest and
                  Antoine Fr{\'{e}}noy and
                  Christian Gagn{\'{e}} and
                  Leni K. Le Goff and
                  Laura M. Grabowski and
                  Babak Hodjat and
                  Frank Hutter and
                  Laurent Keller and
                  Carole Knibbe and
                  Peter Krcah and
                  Richard E. Lenski and
                  Hod Lipson and
                  Robert MacCurdy and
                  Carlos Maestre and
                  Risto Miikkulainen and
                  Sara Mitri and
                  David E. Moriarty and
                  Jean{-}Baptiste Mouret and
                  Anh Nguyen and
                  Charles Ofria and
                  Marc Parizeau and
                  David P. Parsons and
                  Robert T. Pennock and
                  William F. Punch and
                  Thomas S. Ray and
                  Marc Schoenauer and
                  Eric Schulte and
                  Karl Sims and
                  Kenneth O. Stanley and
                  Fran{\c{c}}ois Taddei and
                  Danesh Tarapore and
                  Simon Thibault and
                  Westley Weimer and
                  Richard A. Watson and
                  Jason Yosinski},
  title        = {The Surprising Creativity of Digital Evolution: {A} Collection of
                  Anecdotes from the Evolutionary Computation and Artificial Life Research
                  Communities},
  journal      = {CoRR},
  volume       = {abs/1803.03453},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.03453},
  eprinttype    = {arXiv},
  eprint       = {1803.03453},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-03453.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1804-09081,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Multi-objective Architecture Search for CNNs},
  journal      = {CoRR},
  volume       = {abs/1804.09081},
  year         = {2018},
  url          = {http://arxiv.org/abs/1804.09081},
  eprinttype    = {arXiv},
  eprint       = {1804.09081},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1804-09081.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-10196,
  author       = {James T. Wilson and
                  Frank Hutter and
                  Marc Peter Deisenroth},
  title        = {Maximizing acquisition functions for Bayesian optimization},
  journal      = {CoRR},
  volume       = {abs/1805.10196},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.10196},
  eprinttype    = {arXiv},
  eprint       = {1805.10196},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-10196.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01610,
  author       = {Robin Tibor Schirrmeister and
                  Patryk Chrabaszcz and
                  Frank Hutter and
                  Tonio Ball},
  title        = {Generative Reversible Networks},
  journal      = {CoRR},
  volume       = {abs/1806.01610},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.01610},
  eprinttype    = {arXiv},
  eprint       = {1806.01610},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-01610.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-01774,
  author       = {Stefan Falkner and
                  Aaron Klein and
                  Frank Hutter},
  title        = {{BOHB:} Robust and Efficient Hyperparameter Optimization at Scale},
  journal      = {CoRR},
  volume       = {abs/1807.01774},
  year         = {2018},
  url          = {http://arxiv.org/abs/1807.01774},
  eprinttype    = {arXiv},
  eprint       = {1807.01774},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1807-01774.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-06906,
  author       = {Arber Zela and
                  Aaron Klein and
                  Stefan Falkner and
                  Frank Hutter},
  title        = {Towards Automated Deep Learning: Efficient Joint Neural Architecture
                  and Hyperparameter Search},
  journal      = {CoRR},
  volume       = {abs/1807.06906},
  year         = {2018},
  url          = {http://arxiv.org/abs/1807.06906},
  eprinttype    = {arXiv},
  eprint       = {1807.06906},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1807-06906.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-05377,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Neural Architecture Search: {A} Survey},
  journal      = {CoRR},
  volume       = {abs/1808.05377},
  year         = {2018},
  url          = {http://arxiv.org/abs/1808.05377},
  eprinttype    = {arXiv},
  eprint       = {1808.05377},
  timestamp    = {Sun, 02 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1808-05377.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-11951,
  author       = {Frederic Runge and
                  Danny Stoll and
                  Stefan Falkner and
                  Frank Hutter},
  title        = {Learning to Design {RNA}},
  journal      = {CoRR},
  volume       = {abs/1812.11951},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.11951},
  eprinttype    = {arXiv},
  eprint       = {1812.11951},
  timestamp    = {Wed, 02 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-11951.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/HutterLBBHL17,
  author       = {Frank Hutter and
                  Marius Lindauer and
                  Adrian Balint and
                  Sam Bayless and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {The Configurable {SAT} Solver Challenge {(CSSC)}},
  journal      = {Artif. Intell.},
  volume       = {243},
  pages        = {1--25},
  year         = {2017},
  url          = {https://doi.org/10.1016/j.artint.2016.09.006},
  doi          = {10.1016/J.ARTINT.2016.09.006},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ai/HutterLBBHL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KotthoffTHHL17,
  author       = {Lars Kotthoff and
                  Chris Thornton and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown},
  title        = {Auto-WEKA 2.0: Automatic model selection and hyperparameter optimization
                  in {WEKA}},
  journal      = {J. Mach. Learn. Res.},
  volume       = {18},
  pages        = {25:1--25:5},
  year         = {2017},
  url          = {http://jmlr.org/papers/v18/16-261.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/KotthoffTHHL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/BiedenkappLEHFH17,
  author       = {Andre Biedenkapp and
                  Marius Lindauer and
                  Katharina Eggensperger and
                  Frank Hutter and
                  Chris Fawcett and
                  Holger H. Hoos},
  editor       = {Satinder Singh and
                  Shaul Markovitch},
  title        = {Efficient Parameter Importance Analysis via Ablation with Surrogates},
  booktitle    = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
                  February 4-9, 2017, San Francisco, California, {USA}},
  pages        = {773--779},
  publisher    = {{AAAI} Press},
  year         = {2017},
  url          = {https://doi.org/10.1609/aaai.v31i1.10657},
  doi          = {10.1609/AAAI.V31I1.10657},
  timestamp    = {Mon, 04 Sep 2023 14:40:32 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/BiedenkappLEHFH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KleinFBHH17,
  author       = {Aaron Klein and
                  Stefan Falkner and
                  Simon Bartels and
                  Philipp Hennig and
                  Frank Hutter},
  editor       = {Aarti Singh and
                  Xiaojin (Jerry) Zhu},
  title        = {Fast Bayesian Optimization of Machine Learning Hyperparameters on
                  Large Datasets},
  booktitle    = {Proceedings of the 20th International Conference on Artificial Intelligence
                  and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
                  FL, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {54},
  pages        = {528--536},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v54/klein17a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/KleinFBHH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KleinFSH17,
  author       = {Aaron Klein and
                  Stefan Falkner and
                  Jost Tobias Springenberg and
                  Frank Hutter},
  title        = {Learning Curve Prediction with Bayesian Neural Networks},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Conference Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=S11KBYclx},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/KleinFSH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LoshchilovH17,
  author       = {Ilya Loshchilov and
                  Frank Hutter},
  title        = {{SGDR:} Stochastic Gradient Descent with Warm Restarts},
  booktitle    = {5th International Conference on Learning Representations, {ICLR} 2017,
                  Toulon, France, April 24-26, 2017, Conference Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2017},
  url          = {https://openreview.net/forum?id=Skq89Scxx},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/LoshchilovH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/LindauerHHS17,
  author       = {Marius Lindauer and
                  Frank Hutter and
                  Holger H. Hoos and
                  Torsten Schaub},
  editor       = {Carles Sierra},
  title        = {AutoFolio: An Automatically Configured Algorithm Selector (Extended
                  Abstract)},
  booktitle    = {Proceedings of the Twenty-Sixth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2017, Melbourne, Australia, August
                  19-25, 2017},
  pages        = {5025--5029},
  publisher    = {ijcai.org},
  year         = {2017},
  url          = {https://doi.org/10.24963/ijcai.2017/715},
  doi          = {10.24963/IJCAI.2017/715},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/LindauerHHS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/RijnH17,
  author       = {Jan N. van Rijn and
                  Frank Hutter},
  editor       = {Pavel Brazdil and
                  Joaquin Vanschoren and
                  Frank Hutter and
                  Holger H. Hoos},
  title        = {An Empirical Study of Hyperparameter Importance Across Datasets},
  booktitle    = {Proceedings of the International Workshop on Automatic Selection,
                  Configuration and Composition of Machine Learning Algorithms co-located
                  with the European Conference on Machine Learning {\&} Principles
                  and Practice of Knowledge Discovery in Databases, AutoML@PKDD/ECML
                  2017, Skopje, Macedonia, September 22, 2017},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1998},
  pages        = {91--98},
  publisher    = {CEUR-WS.org},
  year         = {2017},
  url          = {https://ceur-ws.org/Vol-1998/paper\_09.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:13 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/RijnH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scipy/GreffKCHS17,
  author       = {Klaus Greff and
                  Aaron Klein and
                  Martin Chovanec and
                  Frank Hutter and
                  J{\"{u}}rgen Schmidhuber},
  editor       = {Katy Huff and
                  David Lippa and
                  Dillon Niederhut and
                  M Pacer},
  title        = {The Sacred Infrastructure for Computational Research},
  booktitle    = {Proceedings of the 16th Python in Science Conference 2017, SciPy 2017,
                  Austin, Texas, July 10 - July 16, 2017},
  pages        = {49--56},
  publisher    = {scipy.org},
  year         = {2017},
  url          = {https://doi.org/10.25080/shinma-7f4c6e7-008},
  doi          = {10.25080/SHINMA-7F4C6E7-008},
  timestamp    = {Thu, 16 Feb 2023 16:52:47 +0100},
  biburl       = {https://dblp.org/rec/conf/scipy/GreffKCHS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2017automl,
  editor       = {Pavel Brazdil and
                  Joaquin Vanschoren and
                  Frank Hutter and
                  Holger H. Hoos},
  title        = {Proceedings of the International Workshop on Automatic Selection,
                  Configuration and Composition of Machine Learning Algorithms co-located
                  with the European Conference on Machine Learning {\&} Principles
                  and Practice of Knowledge Discovery in Databases, AutoML@PKDD/ECML
                  2017, Skopje, Macedonia, September 22, 2017},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1998},
  publisher    = {CEUR-WS.org},
  year         = {2017},
  url          = {https://ceur-ws.org/Vol-1998},
  urn          = {urn:nbn:de:0074-1998-0},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/2017automl.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/oasc/CameronHLH17,
  author       = {Chris Cameron and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown and
                  Frank Hutter},
  title        = {{OASC-2017:} *Zilla Submission},
  booktitle    = {Proceedings of the Open Algorithm Selection Challenge 2017, Brussels,
                  Belgium, September 11-12, 2017},
  series       = {Proceedings of Machine Learning Research},
  volume       = {79},
  pages        = {15--18},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v79/cameron17a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:20 +0200},
  biburl       = {https://dblp.org/rec/conf/oasc/CameronHLH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SchirrmeisterSF17,
  author       = {Robin Tibor Schirrmeister and
                  Jost Tobias Springenberg and
                  Lukas Dominique Josef Fiederer and
                  Martin Glasstetter and
                  Katharina Eggensperger and
                  Michael Tangermann and
                  Frank Hutter and
                  Wolfram Burgard and
                  Tonio Ball},
  title        = {Deep learning with convolutional neural networks for brain mapping
                  and decoding of movement-related information from the human {EEG}},
  journal      = {CoRR},
  volume       = {abs/1703.05051},
  year         = {2017},
  url          = {http://arxiv.org/abs/1703.05051},
  eprinttype    = {arXiv},
  eprint       = {1703.05051},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SchirrmeisterSF17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/EggenspergerLHH17,
  author       = {Katharina Eggensperger and
                  Marius Lindauer and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown},
  title        = {Efficient Benchmarking of Algorithm Configuration Procedures via Model-Based
                  Surrogates},
  journal      = {CoRR},
  volume       = {abs/1703.10342},
  year         = {2017},
  url          = {http://arxiv.org/abs/1703.10342},
  eprinttype    = {arXiv},
  eprint       = {1703.10342},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/EggenspergerLHH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/EggenspergerLH17,
  author       = {Katharina Eggensperger and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Pitfalls and Best Practices in Algorithm Configuration},
  journal      = {CoRR},
  volume       = {abs/1705.06058},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.06058},
  eprinttype    = {arXiv},
  eprint       = {1705.06058},
  timestamp    = {Wed, 25 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/EggenspergerLH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChrabaszczLH17,
  author       = {Patryk Chrabaszcz and
                  Ilya Loshchilov and
                  Frank Hutter},
  title        = {A Downsampled Variant of ImageNet as an Alternative to the {CIFAR}
                  datasets},
  journal      = {CoRR},
  volume       = {abs/1707.08819},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.08819},
  eprinttype    = {arXiv},
  eprint       = {1707.08819},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ChrabaszczLH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-03731,
  author       = {Bernd Bischl and
                  Giuseppe Casalicchio and
                  Matthias Feurer and
                  Frank Hutter and
                  Michel Lang and
                  Rafael Gomes Mantovani and
                  Jan N. van Rijn and
                  Joaquin Vanschoren},
  title        = {OpenML Benchmarking Suites and the OpenML100},
  journal      = {CoRR},
  volume       = {abs/1708.03731},
  year         = {2017},
  url          = {http://arxiv.org/abs/1708.03731},
  eprinttype    = {arXiv},
  eprint       = {1708.03731},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1708-03731.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-08012,
  author       = {Robin Tibor Schirrmeister and
                  Lukas Gemein and
                  Katharina Eggensperger and
                  Frank Hutter and
                  Tonio Ball},
  title        = {Deep learning with convolutional neural networks for decoding and
                  visualization of {EEG} pathology},
  journal      = {CoRR},
  volume       = {abs/1708.08012},
  year         = {2017},
  url          = {http://arxiv.org/abs/1708.08012},
  eprinttype    = {arXiv},
  eprint       = {1708.08012},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1708-08012.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-04636,
  author       = {Marius Lindauer and
                  Frank Hutter},
  title        = {Warmstarting of Model-based Algorithm Configuration},
  journal      = {CoRR},
  volume       = {abs/1709.04636},
  year         = {2017},
  url          = {http://arxiv.org/abs/1709.04636},
  eprinttype    = {arXiv},
  eprint       = {1709.04636},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1709-04636.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-07615,
  author       = {Katharina Eggensperger and
                  Marius Lindauer and
                  Frank Hutter},
  title        = {Predicting Runtime Distributions using Deep Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1709.07615},
  year         = {2017},
  url          = {http://arxiv.org/abs/1709.07615},
  eprinttype    = {arXiv},
  eprint       = {1709.07615},
  timestamp    = {Wed, 25 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1709-07615.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-04725,
  author       = {Jan N. van Rijn and
                  Frank Hutter},
  title        = {Hyperparameter Importance Across Datasets},
  journal      = {CoRR},
  volume       = {abs/1710.04725},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.04725},
  eprinttype    = {arXiv},
  eprint       = {1710.04725},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-04725.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-04528,
  author       = {Thomas Elsken and
                  Jan Hendrik Metzen and
                  Frank Hutter},
  title        = {Simple And Efficient Architecture Search for Convolutional Neural
                  Networks},
  journal      = {CoRR},
  volume       = {abs/1711.04528},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.04528},
  eprinttype    = {arXiv},
  eprint       = {1711.04528},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-04528.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05101,
  author       = {Ilya Loshchilov and
                  Frank Hutter},
  title        = {Fixing Weight Decay Regularization in Adam},
  journal      = {CoRR},
  volume       = {abs/1711.05101},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.05101},
  eprinttype    = {arXiv},
  eprint       = {1711.05101},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-05101.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-00424,
  author       = {James T. Wilson and
                  Riccardo Moriconi and
                  Frank Hutter and
                  Marc Peter Deisenroth},
  title        = {The reparameterization trick for acquisition functions},
  journal      = {CoRR},
  volume       = {abs/1712.00424},
  year         = {2017},
  url          = {http://arxiv.org/abs/1712.00424},
  eprinttype    = {arXiv},
  eprint       = {1712.00424},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1712-00424.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/BischlKKLMFHHLT16,
  author       = {Bernd Bischl and
                  Pascal Kerschke and
                  Lars Kotthoff and
                  Marius Lindauer and
                  Yuri Malitsky and
                  Alexandre Fr{\'{e}}chette and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown and
                  Kevin Tierney and
                  Joaquin Vanschoren},
  title        = {ASlib: {A} benchmark library for algorithm selection},
  journal      = {Artif. Intell.},
  volume       = {237},
  pages        = {41--58},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.artint.2016.04.003},
  doi          = {10.1016/J.ARTINT.2016.04.003},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ai/BischlKKLMFHHLT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/WangHZMF16,
  author       = {Ziyu Wang and
                  Frank Hutter and
                  Masrour Zoghi and
                  David Matheson and
                  Nando de Freitas},
  title        = {Bayesian Optimization in a Billion Dimensions via Random Embeddings},
  journal      = {J. Artif. Intell. Res.},
  volume       = {55},
  pages        = {361--387},
  year         = {2016},
  url          = {https://doi.org/10.1613/jair.4806},
  doi          = {10.1613/JAIR.4806},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/WangHZMF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MendozaKFSH16,
  author       = {Hector Mendoza and
                  Aaron Klein and
                  Matthias Feurer and
                  Jost Tobias Springenberg and
                  Frank Hutter},
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Towards Automatically-Tuned Neural Networks},
  booktitle    = {Proceedings of the 2016 Workshop on Automatic Machine Learning, AutoML
                  2016, co-located with 33rd International Conference on Machine Learning
                  {(ICML} 2016), New York City, NY, USA, June 24, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {64},
  pages        = {58--65},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v64/mendoza\_towards\_2016.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MendozaKFSH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/SchubertEGHBB16,
  author       = {Tobias Schubert and
                  Katharina Eggensperger and
                  Alexis Gkogkidis and
                  Frank Hutter and
                  Tonio Ball and
                  Wolfram Burgard},
  editor       = {Danica Kragic and
                  Antonio Bicchi and
                  Alessandro De Luca},
  title        = {Automatic bone parameter estimation for skeleton tracking in optical
                  motion capture},
  booktitle    = {2016 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2016, Stockholm, Sweden, May 16-21, 2016},
  pages        = {5548--5554},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICRA.2016.7487771},
  doi          = {10.1109/ICRA.2016.7487771},
  timestamp    = {Sat, 05 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/SchubertEGHBB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/LindauerBH16,
  author       = {Marius Lindauer and
                  Rolf{-}David Bergdoll and
                  Frank Hutter},
  editor       = {Paola Festa and
                  Meinolf Sellmann and
                  Joaquin Vanschoren},
  title        = {An Empirical Study of Per-instance Algorithm Scheduling},
  booktitle    = {Learning and Intelligent Optimization - 10th International Conference,
                  {LION} 10, Ischia, Italy, May 29 - June 1, 2016, Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {10079},
  pages        = {253--259},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-50349-3\_20},
  doi          = {10.1007/978-3-319-50349-3\_20},
  timestamp    = {Fri, 27 Mar 2020 08:46:12 +0100},
  biburl       = {https://dblp.org/rec/conf/lion/LindauerBH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SpringenbergKFH16,
  author       = {Jost Tobias Springenberg and
                  Aaron Klein and
                  Stefan Falkner and
                  Frank Hutter},
  editor       = {Daniel D. Lee and
                  Masashi Sugiyama and
                  Ulrike von Luxburg and
                  Isabelle Guyon and
                  Roman Garnett},
  title        = {Bayesian Optimization with Robust Bayesian Neural Networks},
  booktitle    = {Advances in Neural Information Processing Systems 29: Annual Conference
                  on Neural Information Processing Systems 2016, December 5-10, 2016,
                  Barcelona, Spain},
  pages        = {4134--4142},
  year         = {2016},
  url          = {https://proceedings.neurips.cc/paper/2016/hash/a96d3afec184766bfeca7a9f989fc7e7-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/SpringenbergKFH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icml/2016automl,
  editor       = {Frank Hutter and
                  Lars Kotthoff and
                  Joaquin Vanschoren},
  title        = {Proceedings of the 2016 Workshop on Automatic Machine Learning, AutoML
                  2016, co-located with 33rd International Conference on Machine Learning
                  {(ICML} 2016), New York City, NY, USA, June 24, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {64},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v64/},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/2016automl.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LoshchilovH16,
  author       = {Ilya Loshchilov and
                  Frank Hutter},
  title        = {{CMA-ES} for Hyperparameter Optimization of Deep Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1604.07269},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.07269},
  eprinttype    = {arXiv},
  eprint       = {1604.07269},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/LoshchilovH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KleinFBHH16,
  author       = {Aaron Klein and
                  Stefan Falkner and
                  Simon Bartels and
                  Philipp Hennig and
                  Frank Hutter},
  title        = {Fast Bayesian Optimization of Machine Learning Hyperparameters on
                  Large Datasets},
  journal      = {CoRR},
  volume       = {abs/1605.07079},
  year         = {2016},
  url          = {http://arxiv.org/abs/1605.07079},
  eprinttype    = {arXiv},
  eprint       = {1605.07079},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/KleinFBHH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LoshchilovH16a,
  author       = {Ilya Loshchilov and
                  Frank Hutter},
  title        = {{SGDR:} Stochastic Gradient Descent with Restarts},
  journal      = {CoRR},
  volume       = {abs/1608.03983},
  year         = {2016},
  url          = {http://arxiv.org/abs/1608.03983},
  eprinttype    = {arXiv},
  eprint       = {1608.03983},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/LoshchilovH16a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/0007LMNH16,
  author       = {Markus Wagner and
                  Marius Lindauer and
                  Mustafa Misir and
                  Samadhi Nallaperuma and
                  Frank Hutter},
  title        = {A case study of algorithm selection for the traveling thief problem},
  journal      = {CoRR},
  volume       = {abs/1609.00462},
  year         = {2016},
  url          = {http://arxiv.org/abs/1609.00462},
  eprinttype    = {arXiv},
  eprint       = {1609.00462},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/0007LMNH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SpringenbergKFH16,
  author       = {Jost Tobias Springenberg and
                  Aaron Klein and
                  Stefan Falkner and
                  Frank Hutter},
  title        = {Asynchronous Stochastic Gradient {MCMC} with Elastic Coupling},
  journal      = {CoRR},
  volume       = {abs/1612.00767},
  year         = {2016},
  url          = {http://arxiv.org/abs/1612.00767},
  eprinttype    = {arXiv},
  eprint       = {1612.00767},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SpringenbergKFH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/LindauerHHS15,
  author       = {Marius Lindauer and
                  Holger H. Hoos and
                  Frank Hutter and
                  Torsten Schaub},
  title        = {AutoFolio: An Automatically Configured Algorithm Selector},
  journal      = {J. Artif. Intell. Res.},
  volume       = {53},
  pages        = {745--778},
  year         = {2015},
  url          = {https://doi.org/10.1613/jair.4726},
  doi          = {10.1613/JAIR.4726},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jair/LindauerHHS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/HutterLS15,
  author       = {Frank Hutter and
                  J{\"{o}}rg L{\"{u}}cke and
                  Lars Schmidt{-}Thieme},
  title        = {Beyond Manual Tuning of Hyperparameters},
  journal      = {K{\"{u}}nstliche Intell.},
  volume       = {29},
  number       = {4},
  pages        = {329--337},
  year         = {2015},
  url          = {https://doi.org/10.1007/s13218-015-0381-0},
  doi          = {10.1007/S13218-015-0381-0},
  timestamp    = {Tue, 14 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ki/HutterLS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/EggenspergerHHL15,
  author       = {Katharina Eggensperger and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Blai Bonet and
                  Sven Koenig},
  title        = {Efficient Benchmarking of Hyperparameter Optimizers via Surrogates},
  booktitle    = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
                  January 25-30, 2015, Austin, Texas, {USA}},
  pages        = {1114--1120},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {https://doi.org/10.1609/aaai.v29i1.9375},
  doi          = {10.1609/AAAI.V29I1.9375},
  timestamp    = {Mon, 18 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/EggenspergerHHL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/FeurerSH15,
  author       = {Matthias Feurer and
                  Jost Tobias Springenberg and
                  Frank Hutter},
  editor       = {Blai Bonet and
                  Sven Koenig},
  title        = {Initializing Bayesian Hyperparameter Optimization via Meta-Learning},
  booktitle    = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
                  January 25-30, 2015, Austin, Texas, {USA}},
  pages        = {1128--1135},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {https://doi.org/10.1609/aaai.v29i1.9354},
  doi          = {10.1609/AAAI.V29I1.9354},
  timestamp    = {Mon, 18 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/FeurerSH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/LindauerHHS15,
  author       = {Marius Lindauer and
                  Holger H. Hoos and
                  Frank Hutter and
                  Torsten Schaub},
  editor       = {Frank Hutter and
                  Marius Lindauer and
                  Yuri Malitsky},
  title        = {AutoFolio: Algorithm Configuration for Algorithm Selection},
  booktitle    = {Algorithm Configuration, Papers from the 2015 {AAAI} Workshop, Austin,
                  Texas, USA, January 26, 2015},
  series       = {{AAAI} Technical Report},
  volume       = {{WS-15-01}},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {http://aaai.org/ocs/index.php/WS/AAAIW15/paper/view/10106},
  timestamp    = {Tue, 05 Sep 2023 08:59:27 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/LindauerHHS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SeippSHH15,
  author       = {Jendrik Seipp and
                  Silvan Sievers and
                  Malte Helmert and
                  Frank Hutter},
  editor       = {Blai Bonet and
                  Sven Koenig},
  title        = {Automatic Configuration of Sequential Planning Portfolios},
  booktitle    = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
                  January 25-30, 2015, Austin, Texas, {USA}},
  pages        = {3364--3370},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {https://doi.org/10.1609/aaai.v29i1.9640},
  doi          = {10.1609/AAAI.V29I1.9640},
  timestamp    = {Mon, 18 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/SeippSHH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/VallatiHCM15,
  author       = {Mauro Vallati and
                  Frank Hutter and
                  Luk{\'{a}}s Chrpa and
                  Thomas Leo McCluskey},
  editor       = {Qiang Yang and
                  Michael J. Wooldridge},
  title        = {On the Effective Configuration of Planning Domain Models},
  booktitle    = {Proceedings of the Twenty-Fourth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2015, Buenos Aires, Argentina, July
                  25-31, 2015},
  pages        = {1704--1711},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {http://ijcai.org/Abstract/15/243},
  timestamp    = {Tue, 20 Aug 2019 16:16:43 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/VallatiHCM15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/DomhanSH15,
  author       = {Tobias Domhan and
                  Jost Tobias Springenberg and
                  Frank Hutter},
  editor       = {Qiang Yang and
                  Michael J. Wooldridge},
  title        = {Speeding Up Automatic Hyperparameter Optimization of Deep Neural Networks
                  by Extrapolation of Learning Curves},
  booktitle    = {Proceedings of the Twenty-Fourth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2015, Buenos Aires, Argentina, July
                  25-31, 2015},
  pages        = {3460--3468},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {http://ijcai.org/Abstract/15/487},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/DomhanSH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/HutterXHL15,
  author       = {Frank Hutter and
                  Lin Xu and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Qiang Yang and
                  Michael J. Wooldridge},
  title        = {Algorithm Runtime Prediction: Methods and Evaluation (Extended Abstract)},
  booktitle    = {Proceedings of the Twenty-Fourth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2015, Buenos Aires, Argentina, July
                  25-31, 2015},
  pages        = {4197--4201},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {http://ijcai.org/Abstract/15/595},
  timestamp    = {Tue, 20 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/HutterXHL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/LindauerHH15,
  author       = {Marius Lindauer and
                  Holger H. Hoos and
                  Frank Hutter},
  editor       = {Clarisse Dhaenens and
                  Laetitia Jourdan and
                  Marie{-}El{\'{e}}onore Marmion},
  title        = {From Sequential Algorithm Selection to Parallel Portfolio Selection},
  booktitle    = {Learning and Intelligent Optimization - 9th International Conference,
                  {LION} 9, Lille, France, January 12-15, 2015. Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {8994},
  pages        = {1--16},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-19084-6\_1},
  doi          = {10.1007/978-3-319-19084-6\_1},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/lion/LindauerHH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FeurerKESBH15,
  author       = {Matthias Feurer and
                  Aaron Klein and
                  Katharina Eggensperger and
                  Jost Tobias Springenberg and
                  Manuel Blum and
                  Frank Hutter},
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {Efficient and Robust Automated Machine Learning},
  booktitle    = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  pages        = {2962--2970},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015/hash/11d0e6287202fced83f79975ec59a3a6-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/FeurerKESBH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sat/FalknerLH15,
  author       = {Stefan Falkner and
                  Marius Lindauer and
                  Frank Hutter},
  editor       = {Marijn Heule and
                  Sean A. Weaver},
  title        = {SpySMAC: Automated Configuration and Performance Analysis of {SAT}
                  Solvers},
  booktitle    = {Theory and Applications of Satisfiability Testing - {SAT} 2015 - 18th
                  International Conference, Austin, TX, USA, September 24-27, 2015,
                  Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9340},
  pages        = {215--222},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-24318-4\_16},
  doi          = {10.1007/978-3-319-24318-4\_16},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sat/FalknerLH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aaai/2015aconfig,
  editor       = {Frank Hutter and
                  Marius Lindauer and
                  Yuri Malitsky},
  title        = {Algorithm Configuration, Papers from the 2015 {AAAI} Workshop, Austin,
                  Texas, USA, January 26, 2015},
  series       = {{AAAI} Technical Report},
  volume       = {{WS-15-01}},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {http://www.aaai.org/Library/Workshops/ws15-01.php},
  isbn         = {978-1-57735-712-4},
  timestamp    = {Tue, 05 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/2015aconfig.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HutterLBBHL15,
  author       = {Frank Hutter and
                  Marius Lindauer and
                  Adrian Balint and
                  Sam Bayless and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {The Configurable {SAT} Solver Challenge {(CSSC)}},
  journal      = {CoRR},
  volume       = {abs/1505.01221},
  year         = {2015},
  url          = {http://arxiv.org/abs/1505.01221},
  eprinttype    = {arXiv},
  eprint       = {1505.01221},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/HutterLBBHL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BischlKKLMFHHLT15,
  author       = {Bernd Bischl and
                  Pascal Kerschke and
                  Lars Kotthoff and
                  Marius Lindauer and
                  Yuri Malitsky and
                  Alexandre Fr{\'{e}}chette and
                  Holger H. Hoos and
                  Frank Hutter and
                  Kevin Leyton{-}Brown and
                  Kevin Tierney and
                  Joaquin Vanschoren},
  title        = {ASlib: {A} Benchmark Library for Algorithm Selection},
  journal      = {CoRR},
  volume       = {abs/1506.02465},
  year         = {2015},
  url          = {http://arxiv.org/abs/1506.02465},
  eprinttype    = {arXiv},
  eprint       = {1506.02465},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/BischlKKLMFHHLT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LoshchilovH15,
  author       = {Ilya Loshchilov and
                  Frank Hutter},
  title        = {Online Batch Selection for Faster Training of Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1511.06343},
  year         = {2015},
  url          = {http://arxiv.org/abs/1511.06343},
  eprinttype    = {arXiv},
  eprint       = {1511.06343},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/LoshchilovH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/HutterXHL14,
  author       = {Frank Hutter and
                  Lin Xu and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {Algorithm runtime prediction: Methods {\&} evaluation},
  journal      = {Artif. Intell.},
  volume       = {206},
  pages        = {79--111},
  year         = {2014},
  url          = {https://doi.org/10.1016/j.artint.2013.10.003},
  doi          = {10.1016/J.ARTINT.2013.10.003},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ai/HutterXHL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cacm/Leyton-BrownHHX14,
  author       = {Kevin Leyton{-}Brown and
                  Holger H. Hoos and
                  Frank Hutter and
                  Lin Xu},
  title        = {Understanding the empirical hardness of \emph{NP}-complete problems},
  journal      = {Commun. {ACM}},
  volume       = {57},
  number       = {5},
  pages        = {98--107},
  year         = {2014},
  url          = {https://doi.org/10.1145/2594413.2594424},
  doi          = {10.1145/2594413.2594424},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cacm/Leyton-BrownHHX14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aips/FawcettVH0HL14,
  author       = {Chris Fawcett and
                  Mauro Vallati and
                  Frank Hutter and
                  J{\"{o}}rg Hoffmann and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Steve A. Chien and
                  Minh Binh Do and
                  Alan Fern and
                  Wheeler Ruml},
  title        = {Improved Features for Runtime Prediction of Domain-Independent Planners},
  booktitle    = {Proceedings of the Twenty-Fourth International Conference on Automated
                  Planning and Scheduling, {ICAPS} 2014, Portsmouth, New Hampshire,
                  USA, June 21-26, 2014},
  publisher    = {{AAAI}},
  year         = {2014},
  url          = {http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7939},
  timestamp    = {Thu, 19 Nov 2015 08:52:28 +0100},
  biburl       = {https://dblp.org/rec/conf/aips/FawcettVH0HL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/Hutter14,
  author       = {Frank Hutter},
  editor       = {Joaquin Vanschoren and
                  Pavel Brazdil and
                  Carlos Soares and
                  Lars Kotthoff},
  title        = {Bayesian Optimization for More Automatic Machine Learning},
  booktitle    = {Proceedings of the International Workshop on Meta-learning and Algorithm
                  Selection co-located with 21st European Conference on Artificial Intelligence,
                  MetaSel@ECAI 2014, Prague, Czech Republic, August 19, 2014},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1201},
  pages        = {2},
  publisher    = {CEUR-WS.org},
  year         = {2014},
  url          = {https://ceur-ws.org/Vol-1201/paper-02.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:14 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/Hutter14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/FeurerSH14,
  author       = {Matthias Feurer and
                  Jost Tobias Springenberg and
                  Frank Hutter},
  editor       = {Joaquin Vanschoren and
                  Pavel Brazdil and
                  Carlos Soares and
                  Lars Kotthoff},
  title        = {Using Meta-Learning to Initialize Bayesian Optimization of Hyperparameters},
  booktitle    = {Proceedings of the International Workshop on Meta-learning and Algorithm
                  Selection co-located with 21st European Conference on Artificial Intelligence,
                  MetaSel@ECAI 2014, Prague, Czech Republic, August 19, 2014},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1201},
  pages        = {3--10},
  publisher    = {CEUR-WS.org},
  year         = {2014},
  url          = {https://ceur-ws.org/Vol-1201/paper-03.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/FeurerSH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/EggenspergerHHL14,
  author       = {Katharina Eggensperger and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Joaquin Vanschoren and
                  Pavel Brazdil and
                  Carlos Soares and
                  Lars Kotthoff},
  title        = {Surrogate Benchmarks for Hyperparameter Optimization},
  booktitle    = {Proceedings of the International Workshop on Meta-learning and Algorithm
                  Selection co-located with 21st European Conference on Artificial Intelligence,
                  MetaSel@ECAI 2014, Prague, Czech Republic, August 19, 2014},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1201},
  pages        = {24--31},
  publisher    = {CEUR-WS.org},
  year         = {2014},
  url          = {https://ceur-ws.org/Vol-1201/paper-06.pdf},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/EggenspergerHHL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HutterHL14,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {An Efficient Approach for Assessing Hyperparameter Importance},
  booktitle    = {Proceedings of the 31th International Conference on Machine Learning,
                  {ICML} 2014, Beijing, China, 21-26 June 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {32},
  pages        = {754--762},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v32/hutter14.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/HutterHL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/HutterLFLHLS14,
  author       = {Frank Hutter and
                  Manuel L{\'{o}}pez{-}Ib{\'{a}}{\~{n}}ez and
                  Chris Fawcett and
                  Marius Lindauer and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown and
                  Thomas St{\"{u}}tzle},
  editor       = {Panos M. Pardalos and
                  Mauricio G. C. Resende and
                  Chrysafis Vogiatzis and
                  Jose L. Walteros},
  title        = {AClib: {A} Benchmark Library for Algorithm Configuration},
  booktitle    = {Learning and Intelligent Optimization - 8th International Conference,
                  Lion 8, Gainesville, FL, USA, February 16-21, 2014. Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {8426},
  pages        = {36--40},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-09584-4\_4},
  doi          = {10.1007/978-3-319-09584-4\_4},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/lion/HutterLFLHLS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/GeschwenderHKMHL14,
  author       = {Daniel Geschwender and
                  Frank Hutter and
                  Lars Kotthoff and
                  Yuri Malitsky and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Panos M. Pardalos and
                  Mauricio G. C. Resende and
                  Chrysafis Vogiatzis and
                  Jose L. Walteros},
  title        = {Algorithm Configuration in the Cloud: {A} Feasibility Study},
  booktitle    = {Learning and Intelligent Optimization - 8th International Conference,
                  Lion 8, Gainesville, FL, USA, February 16-21, 2014. Revised Selected
                  Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {8426},
  pages        = {41--46},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-09584-4\_5},
  doi          = {10.1007/978-3-319-09584-4\_5},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/lion/GeschwenderHKMHL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HutterSLH14,
  author       = {Frank Hutter and
                  Thomas St{\"{u}}tzle and
                  Kevin Leyton{-}Brown and
                  Holger H. Hoos},
  title        = {ParamILS: An Automatic Algorithm Configuration Framework},
  journal      = {CoRR},
  volume       = {abs/1401.3492},
  year         = {2014},
  url          = {http://arxiv.org/abs/1401.3492},
  eprinttype    = {arXiv},
  eprint       = {1401.3492},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/HutterSLH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/HutterHL13,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Christian Blum and
                  Enrique Alba},
  title        = {An evaluation of sequential model-based optimization for expensive
                  blackbox functions},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} '13, Amsterdam,
                  The Netherlands, July 6-10, 2013, Companion Material Proceedings},
  pages        = {1209--1216},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2464576.2501592},
  doi          = {10.1145/2464576.2501592},
  timestamp    = {Wed, 13 Jul 2022 16:15:15 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/HutterHL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/WangZHMF13,
  author       = {Ziyu Wang and
                  Masrour Zoghi and
                  Frank Hutter and
                  David Matheson and
                  Nando de Freitas},
  editor       = {Francesca Rossi},
  title        = {Bayesian Optimization in High Dimensions via Random Embeddings},
  booktitle    = {{IJCAI} 2013, Proceedings of the 23rd International Joint Conference
                  on Artificial Intelligence, Beijing, China, August 3-9, 2013},
  pages        = {1778--1784},
  publisher    = {{IJCAI/AAAI}},
  year         = {2013},
  url          = {http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6971},
  timestamp    = {Tue, 23 Jan 2024 13:25:46 +0100},
  biburl       = {https://dblp.org/rec/conf/ijcai/WangZHMF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ThorntonHHL13,
  author       = {Chris Thornton and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Inderjit S. Dhillon and
                  Yehuda Koren and
                  Rayid Ghani and
                  Ted E. Senator and
                  Paul Bradley and
                  Rajesh Parekh and
                  Jingrui He and
                  Robert L. Grossman and
                  Ramasamy Uthurusamy},
  title        = {Auto-WEKA: combined selection and hyperparameter optimization of classification
                  algorithms},
  booktitle    = {The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013},
  pages        = {847--855},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2487575.2487629},
  doi          = {10.1145/2487575.2487629},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/ThorntonHHL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/HutterHL13,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Giuseppe Nicosia and
                  Panos M. Pardalos},
  title        = {Identifying Key Algorithm Parameters and Instance Features Using Forward
                  Selection},
  booktitle    = {Learning and Intelligent Optimization - 7th International Conference,
                  {LION} 7, Catania, Italy, January 7-11, 2013, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {7997},
  pages        = {364--381},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-44973-4\_40},
  doi          = {10.1007/978-3-642-44973-4\_40},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/lion/HutterHL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1301-1942,
  author       = {Ziyu Wang and
                  Masrour Zoghi and
                  Frank Hutter and
                  David Matheson and
                  Nando de Freitas},
  title        = {Bayesian Optimization in a Billion Dimensions via Random Embeddings},
  journal      = {CoRR},
  volume       = {abs/1301.1942},
  year         = {2013},
  url          = {http://arxiv.org/abs/1301.1942},
  eprinttype    = {arXiv},
  eprint       = {1301.1942},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1301-1942.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HutterHL13,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {Bayesian Optimization With Censored Response Data},
  journal      = {CoRR},
  volume       = {abs/1310.1947},
  year         = {2013},
  url          = {http://arxiv.org/abs/1310.1947},
  eprinttype    = {arXiv},
  eprint       = {1310.1947},
  timestamp    = {Tue, 02 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/HutterHL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HutterO13,
  author       = {Frank Hutter and
                  Michael A. Osborne},
  title        = {A Kernel for Hierarchical Parameter Spaces},
  journal      = {CoRR},
  volume       = {abs/1310.5738},
  year         = {2013},
  url          = {http://arxiv.org/abs/1310.5738},
  eprinttype    = {arXiv},
  eprint       = {1310.5738},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/HutterO13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/HutterHL12,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Youssef Hamadi and
                  Marc Schoenauer},
  title        = {Parallel Algorithm Configuration},
  booktitle    = {Learning and Intelligent Optimization - 6th International Conference,
                  {LION} 6, Paris, France, January 16-20, 2012, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {7219},
  pages        = {55--70},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-34413-8\_5},
  doi          = {10.1007/978-3-642-34413-8\_5},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/lion/HutterHL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sat/XuHHL12,
  author       = {Lin Xu and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Alessandro Cimatti and
                  Roberto Sebastiani},
  title        = {Evaluating Component Solver Contributions to Portfolio-Based Algorithm
                  Selectors},
  booktitle    = {Theory and Applications of Satisfiability Testing - {SAT} 2012 - 15th
                  International Conference, Trento, Italy, June 17-20, 2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7317},
  pages        = {228--241},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-31612-8\_18},
  doi          = {10.1007/978-3-642-31612-8\_18},
  timestamp    = {Sun, 02 Jun 2019 21:24:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sat/XuHHL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1208-3719,
  author       = {Chris Thornton and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {Auto-WEKA: Automated Selection and Hyper-Parameter Optimization of
                  Classification Algorithms},
  journal      = {CoRR},
  volume       = {abs/1208.3719},
  year         = {2012},
  url          = {http://arxiv.org/abs/1208.3719},
  eprinttype    = {arXiv},
  eprint       = {1208.3719},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1208-3719.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1211-0906,
  author       = {Frank Hutter and
                  Lin Xu and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {Algorithm Runtime Prediction: The State of the Art},
  journal      = {CoRR},
  volume       = {abs/1211.0906},
  year         = {2012},
  url          = {http://arxiv.org/abs/1211.0906},
  eprinttype    = {arXiv},
  eprint       = {1211.0906},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1211-0906.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/HutterHL11,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Carlos A. Coello Coello},
  title        = {Sequential Model-Based Optimization for General Algorithm Configuration},
  booktitle    = {Learning and Intelligent Optimization - 5th International Conference,
                  {LION} 5, Rome, Italy, January 17-21, 2011. Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {6683},
  pages        = {507--523},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-25566-3\_40},
  doi          = {10.1007/978-3-642-25566-3\_40},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/lion/HutterHL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1111-2249,
  author       = {Lin Xu and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {SATzilla: Portfolio-based Algorithm Selection for {SAT}},
  journal      = {CoRR},
  volume       = {abs/1111.2249},
  year         = {2011},
  url          = {http://arxiv.org/abs/1111.2249},
  eprinttype    = {arXiv},
  eprint       = {1111.2249},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1111-2249.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amai/HutterHL10,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {Tradeoffs in the empirical evaluation of competing algorithm designs},
  journal      = {Ann. Math. Artif. Intell.},
  volume       = {60},
  number       = {1-2},
  pages        = {65--89},
  year         = {2010},
  url          = {https://doi.org/10.1007/s10472-010-9191-0},
  doi          = {10.1007/S10472-010-9191-0},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/amai/HutterHL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cpaior/HutterHL10,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Andrea Lodi and
                  Michela Milano and
                  Paolo Toth},
  title        = {Automated Configuration of Mixed Integer Programming Solvers},
  booktitle    = {Integration of {AI} and {OR} Techniques in Constraint Programming
                  for Combinatorial Optimization Problems, 7th International Conference,
                  {CPAIOR} 2010, Bologna, Italy, June 14-18, 2010. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {6140},
  pages        = {186--202},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-13520-0\_23},
  doi          = {10.1007/978-3-642-13520-0\_23},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cpaior/HutterHL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/HutterHLM10,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown and
                  Kevin P. Murphy},
  editor       = {Christian Blum and
                  Roberto Battiti},
  title        = {Time-Bounded Sequential Parameter Optimization},
  booktitle    = {Learning and Intelligent Optimization, 4th International Conference,
                  {LION} 4, Venice, Italy, January 18-22, 2010. Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {6073},
  pages        = {281--298},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-13800-3\_30},
  doi          = {10.1007/978-3-642-13800-3\_30},
  timestamp    = {Sun, 02 Jun 2019 21:10:53 +0200},
  biburl       = {https://dblp.org/rec/conf/lion/HutterHLM10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/10/HutterBHLM10,
  author       = {Frank Hutter and
                  Thomas Bartz{-}Beielstein and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown and
                  Kevin P. Murphy},
  editor       = {Thomas Bartz{-}Beielstein and
                  Marco Chiarandini and
                  Lu{\'{\i}}s Paquete and
                  Mike Preuss},
  title        = {Sequential Model-Based Parameter Optimization: an Experimental Investigation
                  of Automated and Interactive Approaches},
  booktitle    = {Experimental Methods for the Analysis of Optimization Algorithms},
  pages        = {363--414},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-02538-9\_15},
  doi          = {10.1007/978-3-642-02538-9\_15},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/10/HutterBHLM10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/HutterHLS09,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown and
                  Thomas St{\"{u}}tzle},
  title        = {ParamILS: An Automatic Algorithm Configuration Framework},
  journal      = {J. Artif. Intell. Res.},
  volume       = {36},
  pages        = {267--306},
  year         = {2009},
  url          = {https://doi.org/10.1613/jair.2861},
  doi          = {10.1613/JAIR.2861},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/HutterHLS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/HutterHLM09,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown and
                  Kevin P. Murphy},
  editor       = {Franz Rothlauf},
  title        = {An experimental investigation of model-based parameter optimisation:
                  {SPO} and beyond},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} 2009, Proceedings,
                  Montreal, Qu{\'{e}}bec, Canada, July 8-12, 2009},
  pages        = {271--278},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1569901.1569940},
  doi          = {10.1145/1569901.1569940},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/HutterHLM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/XuHHL08,
  author       = {Lin Xu and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  title        = {SATzilla: Portfolio-based Algorithm Selection for {SAT}},
  journal      = {J. Artif. Intell. Res.},
  volume       = {32},
  pages        = {565--606},
  year         = {2008},
  url          = {https://doi.org/10.1613/jair.2490},
  doi          = {10.1613/JAIR.2490},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/XuHHL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/HutterHS07,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Thomas St{\"{u}}tzle},
  title        = {Automatic Algorithm Configuration Based on Local Search},
  booktitle    = {Proceedings of the Twenty-Second {AAAI} Conference on Artificial Intelligence,
                  July 22-26, 2007, Vancouver, British Columbia, Canada},
  pages        = {1152--1157},
  publisher    = {{AAAI} Press},
  year         = {2007},
  url          = {http://www.aaai.org/Library/AAAI/2007/aaai07-183.php},
  timestamp    = {Tue, 05 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/HutterHS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cp/XuHHL07,
  author       = {Lin Xu and
                  Frank Hutter and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Christian Bessiere},
  title        = {: The Design and Analysis of an Algorithm Portfolio for {SAT}},
  booktitle    = {Principles and Practice of Constraint Programming - {CP} 2007, 13th
                  International Conference, {CP} 2007, Providence, RI, USA, September
                  23-27, 2007, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4741},
  pages        = {712--727},
  publisher    = {Springer},
  year         = {2007},
  url          = {https://doi.org/10.1007/978-3-540-74970-7\_50},
  doi          = {10.1007/978-3-540-74970-7\_50},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cp/XuHHL07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fmcad/HutterBHH07,
  author       = {Frank Hutter and
                  Domagoj Babic and
                  Holger H. Hoos and
                  Alan J. Hu},
  title        = {Boosting Verification by Automatic Tuning of Decision Procedures},
  booktitle    = {Formal Methods in Computer-Aided Design, 7th International Conference,
                  {FMCAD} 2007, Austin, Texas, USA, November 11-14, 2007, Proceedings},
  pages        = {27--34},
  publisher    = {{IEEE} Computer Society},
  year         = {2007},
  url          = {https://doi.org/10.1109/FAMCAD.2007.9},
  doi          = {10.1109/FAMCAD.2007.9},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/fmcad/HutterBHH07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/AchtnerAA06,
  author       = {Wolfgang Achtner and
                  Esma A{\"{\i}}meur and
                  Sarabjot Singh Anand and
                  Douglas E. Appelt and
                  Naveen Ashish and
                  Tiffany Barnes and
                  Joseph E. Beck and
                  M. Bernardine Dias and
                  Prashant Doshi and
                  Chris Drummond and
                  William Elazmeh and
                  Ariel Felner and
                  Dayne Freitag and
                  Hector Geffner and
                  Christopher W. Geib and
                  Richard Goodwin and
                  Robert C. Holte and
                  Frank Hutter and
                  Fair Isaac and
                  Nathalie Japkowicz and
                  Gal A. Kaminka and
                  Sven Koenig and
                  Michail G. Lagoudakis and
                  David B. Leake and
                  Lundy Lewis and
                  Hugo Liu and
                  Ted Metzler and
                  Rada Mihalcea and
                  Bamshad Mobasher and
                  Pascal Poupart and
                  David V. Pynadath and
                  Thomas Roth{-}Berghofer and
                  Wheeler Ruml and
                  Stefan Schulz and
                  Sven Schwarz and
                  Stephanie Seneff and
                  Amit P. Sheth and
                  Ron Sun and
                  Michael Thielscher and
                  Afzal Upal and
                  Jason D. Williams and
                  Steve J. Young and
                  Dmitry Zelenko},
  title        = {Reports on the Twenty-First National Conference on Artificial Intelligence
                  {(AAAI-06)} Workshop Program},
  journal      = {{AI} Mag.},
  volume       = {27},
  number       = {4},
  pages        = {92--102},
  year         = {2006},
  url          = {https://doi.org/10.1609/aimag.v27i4.1912},
  doi          = {10.1609/AIMAG.V27I4.1912},
  timestamp    = {Thu, 24 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/aim/AchtnerAA06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cp/HutterHHL06,
  author       = {Frank Hutter and
                  Youssef Hamadi and
                  Holger H. Hoos and
                  Kevin Leyton{-}Brown},
  editor       = {Fr{\'{e}}d{\'{e}}ric Benhamou},
  title        = {Performance Prediction and Automated Tuning of Randomized and Parametric
                  Algorithms},
  booktitle    = {Principles and Practice of Constraint Programming - {CP} 2006, 12th
                  International Conference, {CP} 2006, Nantes, France, September 25-29,
                  2006, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {4204},
  pages        = {213--228},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/11889205\_17},
  doi          = {10.1007/11889205\_17},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cp/HutterHHL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/HutterHS05,
  author       = {Frank Hutter and
                  Holger H. Hoos and
                  Thomas St{\"{u}}tzle},
  editor       = {Leslie Pack Kaelbling and
                  Alessandro Saffiotti},
  title        = {Efficient Stochastic Local Search for {MPE} Solving},
  booktitle    = {IJCAI-05, Proceedings of the Nineteenth International Joint Conference
                  on Artificial Intelligence, Edinburgh, Scotland, UK, July 30 - August
                  5, 2005},
  pages        = {169--174},
  publisher    = {Professional Book Center},
  year         = {2005},
  url          = {http://ijcai.org/Proceedings/05/Papers/1568.pdf},
  timestamp    = {Tue, 20 Aug 2019 16:16:29 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/HutterHS05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/FreitasDHMMP04,
  author       = {Nando de Freitas and
                  Richard Dearden and
                  Frank Hutter and
                  Rub{\'{e}}n Morales{-}Men{\'{e}}ndez and
                  Jim Mutch and
                  David Poole},
  title        = {Diagnosis by a waiter and a Mars explorer},
  journal      = {Proc. {IEEE}},
  volume       = {92},
  number       = {3},
  pages        = {455--468},
  year         = {2004},
  url          = {https://doi.org/10.1109/JPROC.2003.823157},
  doi          = {10.1109/JPROC.2003.823157},
  timestamp    = {Fri, 02 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pieee/FreitasDHMMP04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cp/HutterTH02,
  author       = {Frank Hutter and
                  Dave A. D. Tompkins and
                  Holger H. Hoos},
  editor       = {Pascal Van Hentenryck},
  title        = {Scaling and Probabilistic Smoothing: Efficient Dynamic Local Search
                  for {SAT}},
  booktitle    = {Principles and Practice of Constraint Programming - {CP} 2002, 8th
                  International Conference, {CP} 2002, Ithaca, NY, USA, September 9-13,
                  2002, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2470},
  pages        = {233--248},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/3-540-46135-3\_16},
  doi          = {10.1007/3-540-46135-3\_16},
  timestamp    = {Tue, 14 May 2019 10:00:45 +0200},
  biburl       = {https://dblp.org/rec/conf/cp/HutterTH02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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