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BibTeX records: Frank Hutter
@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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