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ORCIDBibTeX records: Aaron Klein
@article{DBLP:journals/juq/AudouzeKBMNY23,
author = {Christophe Audouze and
Aaron Klein and
Adrian Butscher and
Nigel J. W. Morris and
Prasanth Nair and
Masayuki Yano},
title = {Robust Level-Set-Based Topology Optimization Under Uncertainties Using
Anchored {ANOVA} Petrov-Galerkin Method},
journal = {{SIAM/ASA} J. Uncertain. Quantification},
volume = {11},
number = {3},
pages = {877--905},
year = {2023},
url = {https://doi.org/10.1137/22m1524722},
doi = {10.1137/22M1524722},
timestamp = {Sat, 13 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/juq/AudouzeKBMNY23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SalinasGKSA23,
author = {David Salinas and
Jacek Golebiowski and
Aaron Klein and
Matthias W. Seeger and
C{\'{e}}dric Archambeau},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Optimizing Hyperparameters with Conformal Quantile Regression},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {29876--29893},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/salinas23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/SalinasGKSA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-03623,
author = {David Salinas and
Jacek Golebiowski and
Aaron Klein and
Matthias W. Seeger and
C{\'{e}}dric Archambeau},
title = {Optimizing Hyperparameters with Conformal Quantile Regression},
journal = {CoRR},
volume = {abs/2305.03623},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.03623},
doi = {10.48550/ARXIV.2305.03623},
eprinttype = {arXiv},
eprint = {2305.03623},
timestamp = {Wed, 10 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-03623.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-16916,
author = {Sigrid Passano Hellan and
Huibin Shen and
Fran{\c{c}}ois{-}Xavier Aubet and
David Salinas and
Aaron Klein},
title = {Obeying the Order: Introducing Ordered Transfer Hyperparameter Optimisation},
journal = {CoRR},
volume = {abs/2306.16916},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.16916},
doi = {10.48550/ARXIV.2306.16916},
eprinttype = {arXiv},
eprint = {2306.16916},
timestamp = {Mon, 03 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-16916.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/MakarovaSPKF0SA22,
author = {Anastasia Makarova and
Huibin Shen and
Valerio Perrone and
Aaron Klein and
Jean Baptiste Faddoul and
Andreas Krause and
Matthias W. Seeger and
C{\'{e}}dric Archambeau},
editor = {Isabelle Guyon and
Marius Lindauer and
Mihaela van der Schaar and
Frank Hutter and
Roman Garnett},
title = {Automatic Termination for Hyperparameter Optimization},
booktitle = {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},
pages = {7/1--21},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v188/makarova22a.html},
timestamp = {Mon, 28 Nov 2022 12:30:36 +0100},
biburl = {https://dblp.org/rec/conf/automl/MakarovaSPKF0SA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/SalinasSKPWA22,
author = {David Salinas and
Matthias W. Seeger and
Aaron Klein and
Valerio Perrone and
Martin Wistuba and
C{\'{e}}dric Archambeau},
editor = {Isabelle Guyon and
Marius Lindauer and
Mihaela van der Schaar and
Frank Hutter and
Roman Garnett},
title = {Syne Tune: {A} Library for Large Scale Hyperparameter Tuning and Reproducible
Research},
booktitle = {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},
pages = {16/1--23},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v188/salinas22a.html},
timestamp = {Mon, 28 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/automl/SalinasSKPWA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/HorvathKRA21,
author = {Samuel Horv{\'{a}}th and
Aaron Klein and
Peter Richt{\'{a}}rik and
C{\'{e}}dric Archambeau},
editor = {Arindam Banerjee and
Kenji Fukumizu},
title = {Hyperparameter Transfer Learning with Adaptive Complexity},
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 = {1378--1386},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v130/horvath21a.html},
timestamp = {Wed, 14 Apr 2021 16:51:37 +0200},
biburl = {https://dblp.org/rec/conf/aistats/HorvathKRA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/TiaoKSBAR21,
author = {Louis C. Tiao and
Aaron Klein and
Matthias W. Seeger and
Edwin V. Bonilla and
C{\'{e}}dric Archambeau and
Fabio Ramos},
editor = {Marina Meila and
Tong Zhang},
title = {{BORE:} Bayesian Optimization by Density-Ratio Estimation},
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 = {10289--10300},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/tiao21a.html},
timestamp = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/TiaoKSBAR21.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}
}
@article{DBLP:journals/corr/abs-2102-09009,
author = {Louis C. Tiao and
Aaron Klein and
Matthias W. Seeger and
Edwin V. Bonilla and
C{\'{e}}dric Archambeau and
Fabio Ramos},
title = {{BORE:} Bayesian Optimization by Density-Ratio Estimation},
journal = {CoRR},
volume = {abs/2102.09009},
year = {2021},
url = {https://arxiv.org/abs/2102.09009},
eprinttype = {arXiv},
eprint = {2102.09009},
timestamp = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-09009.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-12810,
author = {Samuel Horv{\'{a}}th and
Aaron Klein and
Peter Richt{\'{a}}rik and
C{\'{e}}dric Archambeau},
title = {Hyperparameter Transfer Learning with Adaptive Complexity},
journal = {CoRR},
volume = {abs/2102.12810},
year = {2021},
url = {https://arxiv.org/abs/2102.12810},
eprinttype = {arXiv},
eprint = {2102.12810},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-12810.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-08166,
author = {Anastasia Makarova and
Huibin Shen and
Valerio Perrone and
Aaron Klein and
Jean Baptiste Faddoul and
Andreas Krause and
Matthias W. Seeger and
C{\'{e}}dric Archambeau},
title = {Overfitting in Bayesian Optimization: an empirical study and early-stopping
solution},
journal = {CoRR},
volume = {abs/2104.08166},
year = {2021},
url = {https://arxiv.org/abs/2104.08166},
eprinttype = {arXiv},
eprint = {2104.08166},
timestamp = {Mon, 19 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-08166.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06011,
author = {Jan Sosulski and
David H{\"{u}}bner and
Aaron Klein and
Michael Tangermann},
title = {Online Optimization of Stimulation Speed in an Auditory Brain-Computer
Interface under Time Constraints},
journal = {CoRR},
volume = {abs/2109.06011},
year = {2021},
url = {https://arxiv.org/abs/2109.06011},
eprinttype = {arXiv},
eprint = {2109.06011},
timestamp = {Wed, 22 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-06011.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}
}
@phdthesis{DBLP:phd/basesearch/Klein20,
author = {Aaron Klein},
title = {Efficient bayesian hyperparameter optimization},
school = {University of Freiburg, Germany},
year = {2020},
url = {https://freidok.uni-freiburg.de/data/166637},
urn = {urn:nbn:de:bsz:25-freidok-1666374},
doi = {10.6094/UNIFR/166637},
timestamp = {Wed, 28 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/phd/basesearch/Klein20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-10865,
author = {Louis C. Tiao and
Aaron Klein and
C{\'{e}}dric Archambeau and
Matthias W. Seeger},
title = {Model-based Asynchronous Hyperparameter Optimization},
journal = {CoRR},
volume = {abs/2003.10865},
year = {2020},
url = {https://arxiv.org/abs/2003.10865},
eprinttype = {arXiv},
eprint = {2003.10865},
timestamp = {Wed, 01 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-10865.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/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}
}
@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 = {Mon, 28 Aug 2023 21:17:00 +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}
}
@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-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-1905-12982,
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-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}
}
@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/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 13:20:09 +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}
}
@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-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}
}
@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/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}
}
@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/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}
}
@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/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}
}
@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}
}
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