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ORCIDBibTeX records: Marius Lindauer
@article{DBLP:journals/tmlr/HennigL25,
author = {Leona Hennig and
Marius Lindauer},
title = {Leveraging AutoML for Sustainable Deep Learning: {A} Multi- Objective
{HPO} Approach on Deep Shift Neural Networks},
journal = {Trans. Mach. Learn. Res.},
volume = {2025},
year = {2025},
url = {https://openreview.net/forum?id=vk7b11DHcW},
timestamp = {Thu, 31 Jul 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/HennigL25.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/NeutatzLA25,
author = {Felix Neutatz and
Marius Lindauer and
Ziawasch Abedjan},
editor = {Alkis Simitsis and
Bettina Kemme and
Anna Queralt and
Oscar Romero and
Petar Jovanovic},
title = {How Green is AutoML for Tabular Data?},
booktitle = {Proceedings 28th International Conference on Extending Database Technology,
{EDBT} 2025, Barcelona, Spain, March 25-28, 2025},
pages = {350--363},
publisher = {OpenProceedings.org},
year = {2025},
url = {https://doi.org/10.48786/edbt.2025.28},
doi = {10.48786/EDBT.2025.28},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/edbt/NeutatzLA25.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/MargrafLWBHL25,
author = {Valentin Margraf and
Anna Lappe and
Marcel Wever and
Carolin Benjamins and
Eyke H{\"{u}}llermeier and
Marius Lindauer},
editor = {Bogdan Filipic},
title = {SynthACticBench: {A} Capability-Based Synthetic Benchmark for Algorithm
Configuration},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference,
{GECCO} 2025, {NH} Malaga Hotel, Malaga, Spain, July 14-18, 2025},
pages = {39--47},
publisher = {{ACM}},
year = {2025},
url = {https://doi.org/10.1145/3712256.3726330},
doi = {10.1145/3712256.3726330},
timestamp = {Sat, 09 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/gecco/MargrafLWBHL25.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2502-01276,
author = {Marcel Wever and
Maximilian Muschalik and
Fabian Fumagalli and
Marius Lindauer},
title = {HyperSHAP: Shapley Values and Interactions for Hyperparameter Importance},
journal = {CoRR},
volume = {abs/2502.01276},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2502.01276},
doi = {10.48550/ARXIV.2502.01276},
eprinttype = {arXiv},
eprint = {2502.01276},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2502-01276.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2502-13251,
author = {Difan Deng and
Marius Lindauer},
title = {Neural Attention Search},
journal = {CoRR},
volume = {abs/2502.13251},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2502.13251},
doi = {10.48550/ARXIV.2502.13251},
eprinttype = {arXiv},
eprint = {2502.13251},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2502-13251.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2502-19180,
author = {Melanie Schaller and
Mathis Kruse and
Antonio Ortega and
Marius Lindauer and
Bodo Rosenhahn},
title = {AutoML for Multi-Class Anomaly Compensation of Sensor Drift},
journal = {CoRR},
volume = {abs/2502.19180},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2502.19180},
doi = {10.48550/ARXIV.2502.19180},
eprinttype = {arXiv},
eprint = {2502.19180},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2502-19180.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2505-15631,
author = {Nick Kocher and
Christian Wassermann and
Leona Hennig and
Jonas Seng and
Holger H. Hoos and
Kristian Kersting and
Marius Lindauer and
Matthias S. M{\"{u}}ller},
title = {Guidelines for the Quality Assessment of Energy-Aware {NAS} Benchmarks},
journal = {CoRR},
volume = {abs/2505.15631},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2505.15631},
doi = {10.48550/ARXIV.2505.15631},
eprinttype = {arXiv},
eprint = {2505.15631},
timestamp = {Wed, 25 Jun 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2505-15631.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2505-16561,
author = {Jannis Becktepe and
Leona Hennig and
Steffen Oeltze{-}Jafra and
Marius Lindauer},
title = {Auto-nnU-Net: Towards Automated Medical Image Segmentation},
journal = {CoRR},
volume = {abs/2505.16561},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2505.16561},
doi = {10.48550/ARXIV.2505.16561},
eprinttype = {arXiv},
eprint = {2505.16561},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2505-16561.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2506-06143,
author = {Carolin Benjamins and
Helena Graf and
Sarah Segel and
Difan Deng and
Tim Ruhkopf and
Leona Hennig and
Soham Basu and
Neeratyoy Mallik and
Edward Bergman and
Deyao Chen and
Fran{\c{c}}ois Cl{\'{e}}ment and
Matthias Feurer and
Katharina Eggensperger and
Frank Hutter and
Carola Doerr and
Marius Lindauer},
title = {carps: {A} Framework for Comparing {N} Hyperparameter Optimizers on
{M} Benchmarks},
journal = {CoRR},
volume = {abs/2506.06143},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2506.06143},
doi = {10.48550/ARXIV.2506.06143},
eprinttype = {arXiv},
eprint = {2506.06143},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2506-06143.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2506-11706,
author = {Lukas Fehring and
Marius Lindauer and
Theresa Eimer},
title = {Growing with Experience: Growing Neural Networks in Deep Reinforcement
Learning},
journal = {CoRR},
volume = {abs/2506.11706},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2506.11706},
doi = {10.48550/ARXIV.2506.11706},
eprinttype = {arXiv},
eprint = {2506.11706},
timestamp = {Thu, 10 Jul 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2506-11706.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2507-01724,
author = {Micha Henheik and
Theresa Eimer and
Marius Lindauer},
title = {Revisiting Learning Rate Control},
journal = {CoRR},
volume = {abs/2507.01724},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2507.01724},
doi = {10.48550/ARXIV.2507.01724},
eprinttype = {arXiv},
eprint = {2507.01724},
timestamp = {Sun, 10 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2507-01724.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/MohanZL24,
author = {Aditya Mohan and
Amy Zhang and
Marius Lindauer},
title = {Structure in Deep Reinforcement Learning: {A} Survey and Open Problems},
journal = {J. Artif. Intell. Res.},
volume = {79},
pages = {1167--1236},
year = {2024},
url = {https://doi.org/10.1613/jair.1.15703},
doi = {10.1613/JAIR.1.15703},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jair/MohanZL24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/BergmanFBBPSLHE24,
author = {Edward Bergman and
Matthias Feurer and
Aron Bahram and
Amir Rezaei Balef and
Lennart Purucker and
Sarah Segel and
Marius Lindauer and
Frank Hutter and
Katharina Eggensperger},
title = {{AMLTK:} {A} Modular AutoML Toolkit in Python},
journal = {J. Open Source Softw.},
volume = {9},
number = {100},
pages = {6367},
year = {2024},
url = {https://doi.org/10.21105/joss.06367},
doi = {10.21105/JOSS.06367},
timestamp = {Sat, 30 Nov 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jossw/BergmanFBBPSLHE24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/TornedeDEGMRSTT24,
author = {Alexander Tornede and
Difan Deng and
Theresa Eimer and
Joseph Giovanelli and
Aditya Mohan and
Tim Ruhkopf and
Sarah Segel and
Daphne Theodorakopoulos and
Tanja Tornede and
Henning Wachsmuth and
Marius Lindauer},
title = {AutoML in the Age of Large Language Models: Current Challenges, Future
Opportunities and Risks},
journal = {Trans. Mach. Learn. Res.},
volume = {2024},
year = {2024},
url = {https://openreview.net/forum?id=cAthubStyG},
timestamp = {Thu, 08 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/TornedeDEGMRSTT24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vldb/NeutatzLA24,
author = {Felix Neutatz and
Marius Lindauer and
Ziawasch Abedjan},
title = {AutoML in heavily constrained applications},
journal = {{VLDB} J.},
volume = {33},
number = {4},
pages = {957--979},
year = {2024},
url = {https://doi.org/10.1007/s00778-023-00820-1},
doi = {10.1007/S00778-023-00820-1},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/vldb/NeutatzLA24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/GiovanelliTTL24,
author = {Joseph Giovanelli and
Alexander Tornede and
Tanja Tornede and
Marius Lindauer},
editor = {Michael J. Wooldridge and
Jennifer G. Dy and
Sriraam Natarajan},
title = {Interactive Hyperparameter Optimization in Multi-Objective Problems
via Preference Learning},
booktitle = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence, {AAAI}
2024, Thirty-Sixth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2024, Fourteenth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2014, February 20-27, 2024, Vancouver,
Canada},
pages = {12172--12180},
publisher = {{AAAI} Press},
year = {2024},
url = {https://doi.org/10.1609/aaai.v38i11.29106},
doi = {10.1609/AAAI.V38I11.29106},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/GiovanelliTTL24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/StahlL24,
author = {Daphne Theodorakopoulos and
Frederic T. Stahl and
Marius Lindauer},
editor = {Ulle Endriss and
Francisco S. Melo and
Kerstin Bach and
Alberto Jos{\'{e}} Bugar{\'{\i}}n Diz and
Jose Maria Alonso{-}Moral and
Sen{\'{e}}n Barro and
Fredrik Heintz},
title = {Hyperparameter Importance Analysis for Multi-Objective AutoML},
booktitle = {{ECAI} 2024 - 27th European Conference on Artificial Intelligence,
19-24 October 2024, Santiago de Compostela, Spain - Including 13th
Conference on Prestigious Applications of Intelligent Systems {(PAIS}
2024)},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {392},
pages = {1100--1107},
publisher = {{IOS} Press},
year = {2024},
url = {https://doi.org/10.3233/FAIA240602},
doi = {10.3233/FAIA240602},
timestamp = {Mon, 03 Mar 2025 21:02:32 +0100},
biburl = {https://dblp.org/rec/conf/ecai/StahlL24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/BenjaminsCNMEL24,
author = {Carolin Benjamins and
Gjorgjina Cenikj and
Ana Nikolikj and
Aditya Mohan and
Tome Eftimov and
Marius Lindauer},
editor = {Xiaodong Li and
Julia Handl},
title = {Instance Selection for Dynamic Algorithm Configuration with Reinforcement
Learning: Improving Generalization},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference
Companion, {GECCO} 2024, Melbourne, VIC, Australia, July 14-18, 2024},
pages = {563--566},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3638530.3654291},
doi = {10.1145/3638530.3654291},
timestamp = {Sun, 19 Jan 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/gecco/BenjaminsCNMEL24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LindauerKKMT0HF24,
author = {Marius Lindauer and
Florian Karl and
Anne Klier and
Julia Moosbauer and
Alexander Tornede and
Andreas M{\"{u}}ller and
Frank Hutter and
Matthias Feurer and
Bernd Bischl},
title = {Position: {A} Call to Action for a Human-Centered AutoML Paradigm},
booktitle = {Forty-first International Conference on Machine Learning, {ICML} 2024,
Vienna, Austria, July 21-27, 2024},
publisher = {OpenReview.net},
year = {2024},
url = {https://openreview.net/forum?id=wELbEYgnmo},
timestamp = {Mon, 02 Sep 2024 16:45:29 +0200},
biburl = {https://dblp.org/rec/conf/icml/LindauerKKMT0HF24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/ZollerLH24,
author = {Marc{-}Andr{\'{e}} Z{\"{o}}ller and
Marius Lindauer and
Marco F. Huber},
editor = {Paola Festa and
Daniele Ferone and
Tommaso Pastore and
Ornella Pisacane},
title = {Auto-sktime: Automated Time Series Forecasting},
booktitle = {Learning and Intelligent Optimization - 18th International Conference,
{LION} 18, Ischia Island, Italy, June 9-13, 2024, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {14990},
pages = {456--471},
publisher = {Springer},
year = {2024},
url = {https://doi.org/10.1007/978-3-031-75623-8\_35},
doi = {10.1007/978-3-031-75623-8\_35},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lion/ZollerLH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/automl/2024,
editor = {Katharina Eggensperger and
Roman Garnett and
Joaquin Vanschoren and
Marius Lindauer and
Jacob R. Gardner},
title = {International Conference on Automated Machine Learning, 9-12 September
2024, Sorbonne Universit{\'{e}}, Paris, France},
series = {Proceedings of Machine Learning Research},
volume = {256},
publisher = {{PMLR}},
year = {2024},
url = {https://proceedings.mlr.press/v256/},
timestamp = {Thu, 13 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/automl/2024.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-01965,
author = {Leona Hennig and
Tanja Tornede and
Marius Lindauer},
title = {Towards Leveraging AutoML for Sustainable Deep Learning: {A} Multi-Objective
{HPO} Approach on Deep Shift Neural Networks},
journal = {CoRR},
volume = {abs/2404.01965},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.01965},
doi = {10.48550/ARXIV.2404.01965},
eprinttype = {arXiv},
eprint = {2404.01965},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-01965.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-07640,
author = {Daphne Theodorakopoulos and
Frederic T. Stahl and
Marius Lindauer},
title = {Hyperparameter Importance Analysis for Multi-Objective AutoML},
journal = {CoRR},
volume = {abs/2405.07640},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2405.07640},
doi = {10.48550/ARXIV.2405.07640},
eprinttype = {arXiv},
eprint = {2405.07640},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2405-07640.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-03348,
author = {Marius Lindauer and
Florian Karl and
Anne Klier and
Julia Moosbauer and
Alexander Tornede and
Andreas M{\"{u}}ller and
Frank Hutter and
Matthias Feurer and
Bernd Bischl},
title = {Position: {A} Call to Action for a Human-Centered AutoML Paradigm},
journal = {CoRR},
volume = {abs/2406.03348},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.03348},
doi = {10.48550/ARXIV.2406.03348},
eprinttype = {arXiv},
eprint = {2406.03348},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-03348.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-05088,
author = {Difan Deng and
Marius Lindauer},
title = {Optimizing Time Series Forecasting Architectures: {A} Hierarchical
Neural Architecture Search Approach},
journal = {CoRR},
volume = {abs/2406.05088},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.05088},
doi = {10.48550/ARXIV.2406.05088},
eprinttype = {arXiv},
eprint = {2406.05088},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-05088.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-13513,
author = {Carolin Benjamins and
Gjorgjina Cenikj and
Ana Nikolikj and
Aditya Mohan and
Tome Eftimov and
Marius Lindauer},
title = {Instance Selection for Dynamic Algorithm Configuration with Reinforcement
Learning: Improving Generalization},
journal = {CoRR},
volume = {abs/2407.13513},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2407.13513},
doi = {10.48550/ARXIV.2407.13513},
eprinttype = {arXiv},
eprint = {2407.13513},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2407-13513.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2409-18827,
author = {Jannis Becktepe and
Julian Dierkes and
Carolin Benjamins and
Aditya Mohan and
David Salinas and
Raghu Rajan and
Frank Hutter and
Holger H. Hoos and
Marius Lindauer and
Theresa Eimer},
title = {ARLBench: Flexible and Efficient Benchmarking for Hyperparameter Optimization
in Reinforcement Learning},
journal = {CoRR},
volume = {abs/2409.18827},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2409.18827},
doi = {10.48550/ARXIV.2409.18827},
eprinttype = {arXiv},
eprint = {2409.18827},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2409-18827.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/RaponiKKL24,
author = {Elena Raponi and
Lars Kotthoff and
Hyunsun Alicia Kim and
Marius Lindauer},
title = {Automated Machine Learning For Computational Mechanics (Dagstuhl Seminar
24282)},
journal = {Dagstuhl Reports},
volume = {14},
number = {7},
pages = {17--34},
year = {2024},
url = {https://doi.org/10.4230/DagRep.14.7.17},
doi = {10.4230/DAGREP.14.7.17},
timestamp = {Thu, 20 Feb 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/RaponiKKL24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/BenjaminsESMDBR23,
author = {Carolin Benjamins and
Theresa Eimer and
Frederik Schubert and
Aditya Mohan and
Sebastian D{\"{o}}hler and
Andr{\'{e}} Biedenkapp and
Bodo Rosenhahn and
Frank Hutter and
Marius Lindauer},
title = {Contextualize Me - The Case for Context in Reinforcement Learning},
journal = {Trans. Mach. Learn. Res.},
volume = {2023},
year = {2023},
url = {https://openreview.net/forum?id=Y42xVBQusn},
timestamp = {Thu, 01 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/BenjaminsESMDBR23.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}
}
@article{DBLP:journals/tmlr/SchubertBDRL23,
author = {Frederik Schubert and
Carolin Benjamins and
Sebastian D{\"{o}}hler and
Bodo Rosenhahn and
Marius Lindauer},
title = {{POLTER:} Policy Trajectory Ensemble Regularization for Unsupervised
Reinforcement Learning},
journal = {Trans. Mach. Learn. Res.},
volume = {2023},
year = {2023},
url = {https://openreview.net/forum?id=Hnr23knZfY},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tmlr/SchubertBDRL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/widm/BischlBLPRCTUBBDL23,
author = {Bernd Bischl and
Martin Binder and
Michel Lang and
Tobias Pielok and
Jakob Richter and
Stefan Coors and
Janek Thomas and
Theresa Ullmann and
Marc Becker and
Anne{-}Laure Boulesteix and
Difan Deng and
Marius Lindauer},
title = {Hyperparameter optimization: Foundations, algorithms, best practices,
and open challenges},
journal = {WIREs Data. Mining. Knowl. Discov.},
volume = {13},
number = {2},
year = {2023},
url = {https://doi.org/10.1002/widm.1484},
doi = {10.1002/WIDM.1484},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/widm/BischlBLPRCTUBBDL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/SegelGTBL23,
author = {Sarah Segel and
Helena Graf and
Alexander Tornede and
Bernd Bischl and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Symbolic Explanations for Hyperparameter Optimization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {2/1--22},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/segel23a.html},
timestamp = {Wed, 10 Apr 2024 18:16:37 +0200},
biburl = {https://dblp.org/rec/conf/automl/SegelGTBL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/BenjaminsR0DL23,
author = {Carolin Benjamins and
Elena Raponi and
Anja Jankovic and
Carola Doerr and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Self-Adjusting Weighted Expected Improvement for Bayesian Optimization},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {6/1--50},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/benjamins23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/BenjaminsR0DL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/MohanBWDL23,
author = {Aditya Mohan and
Carolin Benjamins and
Konrad Wienecke and
Alexander Dockhorn and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {AutoRL Hyperparameter Landscapes},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {13/1--27},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/mohan23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/MohanBWDL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/LoniMAL23,
author = {Mohammad Loni and
Aditya Mohan and
Mehdi Asadi and
Marius Lindauer},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Learning Activation Functions for Sparse Neural Networks},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {16/1--19},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/loni23a.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/automl/LoniMAL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/BenjaminsR0DL23,
author = {Carolin Benjamins and
Elena Raponi and
Anja Jankovic and
Carola Doerr and
Marius Lindauer},
editor = {Sara Silva and
Lu{\'{\i}}s Paquete},
title = {Towards Self-Adjusting Weighted Expected Improvement for Bayesian
Optimization},
booktitle = {Companion Proceedings of the Conference on Genetic and Evolutionary
Computation, {GECCO} 2023, Companion Volume, Lisbon, Portugal, July
15-19, 2023},
pages = {483--486},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3583133.3590753},
doi = {10.1145/3583133.3590753},
timestamp = {Fri, 02 Aug 2024 15:50:42 +0200},
biburl = {https://dblp.org/rec/conf/gecco/BenjaminsR0DL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/EimerLR23,
author = {Theresa Eimer and
Marius Lindauer and
Roberta Raileanu},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Hyperparameters in Reinforcement Learning and How To Tune Them},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {9104--9149},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/eimer23a.html},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/EimerLR23.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/smc/ZollerMZLH23,
author = {Marc{-}Andr{\'{e}} Z{\"{o}}ller and
Fabian Mauthe and
Peter Zeiler and
Marius Lindauer and
Marco F. Huber},
title = {Automated Machine Learning for Remaining Useful Life Predictions},
booktitle = {{IEEE} International Conference on Systems, Man, and Cybernetics,
{SMC} 2023, Honolulu, Oahu, HI, USA, October 1-4, 2023},
pages = {2907--2912},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SMC53992.2023.10394031},
doi = {10.1109/SMC53992.2023.10394031},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/smc/ZollerMZLH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-02396,
author = {Aditya Mohan and
Carolin Benjamins and
Konrad Wienecke and
Alexander Dockhorn and
Marius Lindauer},
title = {AutoRL Hyperparameter Landscapes},
journal = {CoRR},
volume = {abs/2304.02396},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.02396},
doi = {10.48550/ARXIV.2304.02396},
eprinttype = {arXiv},
eprint = {2304.02396},
timestamp = {Thu, 01 May 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-02396.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-10964,
author = {Mohammad Loni and
Aditya Mohan and
Mehdi Asadi and
Marius Lindauer},
title = {Learning Activation Functions for Sparse Neural Networks},
journal = {CoRR},
volume = {abs/2305.10964},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.10964},
doi = {10.48550/ARXIV.2305.10964},
eprinttype = {arXiv},
eprint = {2305.10964},
timestamp = {Sun, 06 Oct 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-10964.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-01324,
author = {Theresa Eimer and
Marius Lindauer and
Roberta Raileanu},
title = {Hyperparameters in Reinforcement Learning and How To Tune Them},
journal = {CoRR},
volume = {abs/2306.01324},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.01324},
doi = {10.48550/ARXIV.2306.01324},
eprinttype = {arXiv},
eprint = {2306.01324},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-01324.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-04262,
author = {Carolin Benjamins and
Elena Raponi and
Anja Jankovic and
Carola Doerr and
Marius Lindauer},
title = {Self-Adjusting Weighted Expected Improvement for Bayesian Optimization},
journal = {CoRR},
volume = {abs/2306.04262},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.04262},
doi = {10.48550/ARXIV.2306.04262},
eprinttype = {arXiv},
eprint = {2306.04262},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-04262.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-08107,
author = {Alexander Tornede and
Difan Deng and
Theresa Eimer and
Joseph Giovanelli and
Aditya Mohan and
Tim Ruhkopf and
Sarah Segel and
Daphne Theodorakopoulos and
Tanja Tornede and
Henning Wachsmuth and
Marius Lindauer},
title = {AutoML in the Age of Large Language Models: Current Challenges, Future
Opportunities and Risks},
journal = {CoRR},
volume = {abs/2306.08107},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.08107},
doi = {10.48550/ARXIV.2306.08107},
eprinttype = {arXiv},
eprint = {2306.08107},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-08107.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-12215,
author = {Marc{-}Andr{\'{e}} Z{\"{o}}ller and
Fabian Mauthe and
Peter Zeiler and
Marius Lindauer and
Marco F. Huber},
title = {Automated Machine Learning for Remaining Useful Life Predictions},
journal = {CoRR},
volume = {abs/2306.12215},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.12215},
doi = {10.48550/ARXIV.2306.12215},
eprinttype = {arXiv},
eprint = {2306.12215},
timestamp = {Fri, 04 Jul 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-12215.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-2306-16021,
author = {Aditya Mohan and
Amy Zhang and
Marius Lindauer},
title = {Structure in Reinforcement Learning: {A} Survey and Open Problems},
journal = {CoRR},
volume = {abs/2306.16021},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.16021},
doi = {10.48550/ARXIV.2306.16021},
eprinttype = {arXiv},
eprint = {2306.16021},
timestamp = {Fri, 11 Jul 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-16021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-16913,
author = {Felix Neutatz and
Marius Lindauer and
Ziawasch Abedjan},
title = {AutoML in Heavily Constrained Applications},
journal = {CoRR},
volume = {abs/2306.16913},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.16913},
doi = {10.48550/ARXIV.2306.16913},
eprinttype = {arXiv},
eprint = {2306.16913},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-16913.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-03581,
author = {Joseph Giovanelli and
Alexander Tornede and
Tanja Tornede and
Marius Lindauer},
title = {Interactive Hyperparameter Optimization in Multi-Objective Problems
via Preference Learning},
journal = {CoRR},
volume = {abs/2309.03581},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.03581},
doi = {10.48550/ARXIV.2309.03581},
eprinttype = {arXiv},
eprint = {2309.03581},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-03581.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-08528,
author = {Marc{-}Andr{\'{e}} Z{\"{o}}ller and
Marius Lindauer and
Marco F. Huber},
title = {auto-sktime: Automated Time Series Forecasting},
journal = {CoRR},
volume = {abs/2312.08528},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.08528},
doi = {10.48550/ARXIV.2312.08528},
eprinttype = {arXiv},
eprint = {2312.08528},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-08528.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/VermettenKL0M23,
author = {Diederick Vermetten and
Martin S. Krejca and
Marius Lindauer and
Manuel L{\'{o}}pez{-}Ib{\'{a}}{\~{n}}ez and
Katherine M. Malan},
title = {Synergizing Theory and Practice of Automated Algorithm Design for
Optimization (Dagstuhl Seminar 23332)},
journal = {Dagstuhl Reports},
volume = {13},
number = {8},
pages = {46--70},
year = {2023},
url = {https://doi.org/10.4230/DagRep.13.8.46},
doi = {10.4230/DAGREP.13.8.46},
timestamp = {Thu, 14 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/VermettenKL0M23.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 = {https://jmlr.org/papers/v23/21-0888.html},
timestamp = {Wed, 11 Sep 2024 01:00:00 +0200},
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 = {https://jmlr.org/papers/v23/21-0992.html},
timestamp = {Wed, 11 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/FeurerEFLH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/DengL22,
author = {Difan Deng and
Marius Lindauer},
editor = {Pavel Brazdil and
Jan N. van Rijn and
Henry Gouk and
Felix Mohr},
title = {Searching in the Forest for Local Bayesian Optimization},
booktitle = {{ECML/PKDD} Workshop on Meta-Knowledge Transfer, 23 September 2022,
Grenoble, France},
series = {Proceedings of Machine Learning Research},
volume = {191},
pages = {38--50},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v191/deng22a.html},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecml/DengL22.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/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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/DengKHBL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/teachml/BothmannSCRLSB22,
author = {Ludwig Bothmann and
Sven Strickroth and
Giuseppe Casalicchio and
David R{\"{u}}gamer and
Marius Lindauer and
Fabian Scheipl and
Bernd Bischl},
editor = {Katherine M. Kinnaird and
Peter Steinbach and
Oliver Guhr},
title = {Developing Open Source Educational Resources for Machine Learning
and Data Science},
booktitle = {The Third Teaching Machine Learning and Artificial Intelligence Workshop,
19-23 September 2022, Grenoble, France and online},
series = {Proceedings of Machine Learning Research},
volume = {207},
pages = {1--6},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v207/bothmann23a.html},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/teachml/BothmannSCRLSB22.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-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-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-2205-11357,
author = {Frederik Schubert and
Carolin Benjamins and
Sebastian D{\"{o}}hler and
Bodo Rosenhahn and
Marius Lindauer},
title = {{POLTER:} Policy Trajectory Ensemble Regularization for Unsupervised
Reinforcement Learning},
journal = {CoRR},
volume = {abs/2205.11357},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.11357},
doi = {10.48550/ARXIV.2205.11357},
eprinttype = {arXiv},
eprint = {2205.11357},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-11357.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 = {Mon, 03 Mar 2025 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-2206-03130,
author = {Aditya Mohan and
Tim Ruhkopf and
Marius Lindauer},
title = {Towards Meta-learned Algorithm Selection using Implicit Fidelity Information},
journal = {CoRR},
volume = {abs/2206.03130},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.03130},
doi = {10.48550/ARXIV.2206.03130},
eprinttype = {arXiv},
eprint = {2206.03130},
timestamp = {Sun, 06 Oct 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-03130.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-2206-05447,
author = {Julia Moosbauer and
Giuseppe Casalicchio and
Marius Lindauer and
Bernd Bischl},
title = {Enhancing Explainability of Hyperparameter Optimization via Bayesian
Algorithm Execution},
journal = {CoRR},
volume = {abs/2206.05447},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.05447},
doi = {10.48550/ARXIV.2206.05447},
eprinttype = {arXiv},
eprint = {2206.05447},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-05447.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-01455,
author = {Carolin Benjamins and
Elena Raponi and
Anja Jankovic and
Koen van der Blom and
Maria Laura Santoni and
Marius Lindauer and
Carola Doerr},
title = {{PI} is back! Switching Acquisition Functions in Bayesian Optimization},
journal = {CoRR},
volume = {abs/2211.01455},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.01455},
doi = {10.48550/ARXIV.2211.01455},
eprinttype = {arXiv},
eprint = {2211.01455},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-01455.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09678,
author = {Carolin Benjamins and
Anja Jankovic and
Elena Raponi and
Koen van der Blom and
Marius Lindauer and
Carola Doerr},
title = {Towards Automated Design of Bayesian Optimization via Exploratory
Landscape Analysis},
journal = {CoRR},
volume = {abs/2211.09678},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.09678},
doi = {10.48550/ARXIV.2211.09678},
eprinttype = {arXiv},
eprint = {2211.09678},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-09678.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-10876,
author = {Theresa Eimer and
Carolin Benjamins and
Marius Lindauer},
title = {Hyperparameters in Contextual {RL} are Highly Situational},
journal = {CoRR},
volume = {abs/2212.10876},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.10876},
doi = {10.48550/ARXIV.2212.10876},
eprinttype = {arXiv},
eprint = {2212.10876},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-10876.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/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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/EimerBRAHL21.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/MoosbauerHCLB21,
author = {Julia Moosbauer and
Julia Herbinger and
Giuseppe Casalicchio and
Marius Lindauer and
Bernd Bischl},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Explaining Hyperparameter Optimization via Partial Dependence Plots},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {2280--2291},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/12ced2db6f0193dda91ba86224ea1cd8-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/MoosbauerHCLB21.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/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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/SouzaNOOLH21.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-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 = {Mon, 03 Mar 2025 00:00:00 +0100},
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-2106-06317,
author = {Frederik Schubert and
Theresa Eimer and
Bodo Rosenhahn and
Marius Lindauer},
title = {Automatic Risk Adaptation in Distributional Reinforcement Learning},
journal = {CoRR},
volume = {abs/2106.06317},
year = {2021},
url = {https://arxiv.org/abs/2106.06317},
eprinttype = {arXiv},
eprint = {2106.06317},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-06317.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-2107-05847,
author = {Bernd Bischl and
Martin Binder and
Michel Lang and
Tobias Pielok and
Jakob Richter and
Stefan Coors and
Janek Thomas and
Theresa Ullmann and
Marc Becker and
Anne{-}Laure Boulesteix and
Difan Deng and
Marius Lindauer},
title = {Hyperparameter Optimization: Foundations, Algorithms, Best Practices
and Open Challenges},
journal = {CoRR},
volume = {abs/2107.05847},
year = {2021},
url = {https://arxiv.org/abs/2107.05847},
eprinttype = {arXiv},
eprint = {2107.05847},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-05847.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-14330,
author = {Ludwig Bothmann and
Sven Strickroth and
Giuseppe Casalicchio and
David R{\"{u}}gamer and
Marius Lindauer and
Fabian Scheipl and
Bernd Bischl},
title = {Developing Open Source Educational Resources for Machine Learning
and Data Science},
journal = {CoRR},
volume = {abs/2107.14330},
year = {2021},
url = {https://arxiv.org/abs/2107.14330},
eprinttype = {arXiv},
eprint = {2107.14330},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-14330.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 = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-02102.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-04820,
author = {Julia Moosbauer and
Julia Herbinger and
Giuseppe Casalicchio and
Marius Lindauer and
Bernd Bischl},
title = {Explaining Hyperparameter Optimization via Partial Dependence Plots},
journal = {CoRR},
volume = {abs/2111.04820},
year = {2021},
url = {https://arxiv.org/abs/2111.04820},
eprinttype = {arXiv},
eprint = {2111.04820},
timestamp = {Wed, 10 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-04820.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-05834,
author = {Difan Deng and
Marius Lindauer},
title = {Searching in the Forest for Local Bayesian Optimization},
journal = {CoRR},
volume = {abs/2111.05834},
year = {2021},
url = {https://arxiv.org/abs/2111.05834},
eprinttype = {arXiv},
eprint = {2111.05834},
timestamp = {Tue, 16 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-05834.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 = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecai/BiedenkappBEHL20.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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ppsn/ShalaBAALH20.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-2006-13799,
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-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-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/ai/LindauerRK19,
author = {Marius Lindauer and
Jan N. van Rijn and
Lars Kotthoff},
title = {The algorithm selection competitions 2015 and 2017},
journal = {Artif. Intell.},
volume = {272},
pages = {86--100},
year = {2019},
url = {https://doi.org/10.1016/j.artint.2018.10.004},
doi = {10.1016/J.ARTINT.2018.10.004},
timestamp = {Sun, 19 Jan 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ai/LindauerRK19.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 = {Sun, 19 Jan 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jair/EggenspergerLH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecir/Lindauer19,
author = {Marius Lindauer},
editor = {J{\"{o}}ran Beel and
Lars Kotthoff},
title = {Automated Algorithm Selection - Predict which algorithm to use!},
booktitle = {Proceedings of the 1st Interdisciplinary Workshop on Algorithm Selection
and Meta-Learning in Information Retrieval co-located with the 41st
European Conference on Information Retrieval {(ECIR} 2019), Cologne,
Germany, April 14, 2019},
series = {{CEUR} Workshop Proceedings},
volume = {2360},
pages = {10},
publisher = {CEUR-WS.org},
year = {2019},
url = {https://ceur-ws.org/Vol-2360/paper2Keynote.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:16 +0100},
biburl = {https://dblp.org/rec/conf/ecir/Lindauer19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecir/Lindauer19a,
author = {Marius Lindauer},
editor = {J{\"{o}}ran Beel and
Lars Kotthoff},
title = {Hands-On Automated Machine Learning Tools: Auto-Sklearn and Auto-PyTorch},
booktitle = {Proceedings of the 1st Interdisciplinary Workshop on Algorithm Selection
and Meta-Learning in Information Retrieval co-located with the 41st
European Conference on Information Retrieval {(ECIR} 2019), Cologne,
Germany, April 14, 2019},
series = {{CEUR} Workshop Proceedings},
volume = {2360},
pages = {72},
publisher = {CEUR-WS.org},
year = {2019},
url = {https://ceur-ws.org/Vol-2360/paper9autosklearn.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecir/Lindauer19a.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 = {Tue, 15 Oct 2024 16:43:28 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/FuksAHL19.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 = {Mon, 28 Aug 2023 21:17:00 +0200},
biburl = {https://dblp.org/rec/books/sp/19/MendozaKFSUBDLH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-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/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/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/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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lion/BiedenkappMLH18.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, 05 Aug 2025 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-1805-01214,
author = {Marius Lindauer and
Jan N. van Rijn and
Lars Kotthoff},
title = {The Algorithm Selection Competition Series 2015-17},
journal = {CoRR},
volume = {abs/1805.01214},
year = {2018},
url = {http://arxiv.org/abs/1805.01214},
eprinttype = {arXiv},
eprint = {1805.01214},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-01214.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/ai/LindauerHLS17,
author = {Marius Lindauer and
Holger H. Hoos and
Kevin Leyton{-}Brown and
Torsten Schaub},
title = {Automatic construction of parallel portfolios via algorithm configuration},
journal = {Artif. Intell.},
volume = {244},
pages = {272--290},
year = {2017},
url = {https://doi.org/10.1016/j.artint.2016.05.004},
doi = {10.1016/J.ARTINT.2016.05.004},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ai/LindauerHLS17.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/cec/WagnerFL17,
author = {Markus Wagner and
Tobias Friedrich and
Marius Lindauer},
title = {Improving local search in a minimum vertex cover solver for classes
of networks},
booktitle = {2017 {IEEE} Congress on Evolutionary Computation, {CEC} 2017, Donostia,
San Sebasti{\'{a}}n, Spain, June 5-8, 2017},
pages = {1704--1711},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/CEC.2017.7969507},
doi = {10.1109/CEC.2017.7969507},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cec/WagnerFL17.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/oasc/LindauerRK17,
author = {Marius Lindauer and
Jan N. van Rijn and
Lars Kotthoff},
title = {Open Algorithm Selection Challenge 2017: Setup and Scenarios},
booktitle = {Proceedings of the Open Algorithm Selection Challenge 2017, Brussels,
Belgium, September 11-12, 2017},
series = {Proceedings of Machine Learning Research},
volume = {79},
pages = {1--7},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v79/lindauer17a.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/oasc/LindauerRK17.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/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/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}
}
@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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lion/LindauerBH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sat/MantheyL16,
author = {Norbert Manthey and
Marius Lindauer},
editor = {Nadia Creignou and
Daniel Le Berre},
title = {SpyBug: Automated Bug Detection in the Configuration Space of {SAT}
Solvers},
booktitle = {Theory and Applications of Satisfiability Testing - {SAT} 2016 - 19th
International Conference, Bordeaux, France, July 5-8, 2016, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9710},
pages = {554--561},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-40970-2\_36},
doi = {10.1007/978-3-319-40970-2\_36},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sat/MantheyL16.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}
}
@phdthesis{DBLP:phd/basesearch/Lindauer15,
author = {Marius Lindauer},
title = {Algorithm selection, scheduling and configuration of Boolean constraint
solvers},
school = {University of Potsdam, Germany},
year = {2015},
url = {https://publishup.uni-potsdam.de/frontdoor/index/index/docId/7126},
urn = {urn:nbn:de:kobv:517-opus4-71260},
timestamp = {Wed, 13 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/phd/basesearch/Lindauer15.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/tplp/HoosKLS15,
author = {Holger H. Hoos and
Roland Kaminski and
Marius Lindauer and
Torsten Schaub},
title = {aspeed: Solver scheduling via answer set programming},
journal = {Theory Pract. Log. Program.},
volume = {15},
number = {1},
pages = {117--142},
year = {2015},
url = {https://doi.org/10.1017/S1471068414000015},
doi = {10.1017/S1471068414000015},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tplp/HoosKLS15.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/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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lion/LindauerHH15.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 = {Tue, 05 Aug 2025 01:00:00 +0200},
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/aim/AlbrechtLBBCCDD15,
author = {Stefano V. Albrecht and
J. Christopher Beck and
David L. Buckeridge and
Adi Botea and
Cornelia Caragea and
Chi{-}Hung Chi and
Theodoros Damoulas and
Bistra Dilkina and
Eric Eaton and
Pooyan Fazli and
Sam Ganzfried and
Marius Lindauer and
Marlos C. Machado and
Yuri Malitsky and
Gary Marcus and
Sebastiaan A. Meijer and
Francesca Rossi and
Arash Shaban{-}Nejad and
Sylvie Thi{\'{e}}baux and
Manuela M. Veloso and
Toby Walsh and
Can Wang and
Jie Zhang and
Yu Zheng},
title = {Reports from the 2015 {AAAI} Workshop Program},
journal = {{AI} Mag.},
volume = {36},
number = {2},
pages = {90--101},
year = {2015},
url = {https://doi.org/10.1609/aimag.v36i2.2590},
doi = {10.1609/AIMAG.V36I2.2590},
timestamp = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aim/AlbrechtLBBCCDD15.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/tplp/HoosLS14,
author = {Holger H. Hoos and
Marius Lindauer and
Torsten Schaub},
title = {claspfolio 2: Advances in Algorithm Selection for Answer Set Programming},
journal = {Theory Pract. Log. Program.},
volume = {14},
number = {4-5},
pages = {569--585},
year = {2014},
url = {https://doi.org/10.1017/S1471068414000210},
doi = {10.1017/S1471068414000210},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tplp/HoosLS14.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 = {Tue, 05 Aug 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lion/HutterLFLHLS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HoosKLS14,
author = {Holger H. Hoos and
Roland Kaminski and
Marius Lindauer and
Torsten Schaub},
title = {Solver Scheduling via Answer Set Programming},
journal = {CoRR},
volume = {abs/1401.1024},
year = {2014},
url = {http://arxiv.org/abs/1401.1024},
eprinttype = {arXiv},
eprint = {1401.1024},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/HoosKLS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HoosLS14,
author = {Holger H. Hoos and
Marius Lindauer and
Torsten Schaub},
title = {claspfolio 2: Advances in Algorithm Selection for Answer Set Programming},
journal = {CoRR},
volume = {abs/1405.1520},
year = {2014},
url = {http://arxiv.org/abs/1405.1520},
eprinttype = {arXiv},
eprint = {1405.1520},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/HoosLS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/HoosKSS13,
author = {Holger H. Hoos and
Benjamin Kaufmann and
Torsten Schaub and
Marius Schneider},
editor = {Giuseppe Nicosia and
Panos M. Pardalos},
title = {Robust Benchmark Set Selection for Boolean Constraint Solvers},
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 = {138--152},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-44973-4\_16},
doi = {10.1007/978-3-642-44973-4\_16},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lion/HoosKSS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lpnmr/GebserJKOSSS13,
author = {Martin Gebser and
Holger Jost and
Roland Kaminski and
Philipp Obermeier and
Orkunt Sabuncu and
Torsten Schaub and
Marius Schneider},
editor = {Pedro Cabalar and
Tran Cao Son},
title = {Ricochet Robots: {A} Transverse {ASP} Benchmark},
booktitle = {Logic Programming and Nonmonotonic Reasoning, 12th International Conference,
{LPNMR} 2013, Corunna, Spain, September 15-19, 2013. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8148},
pages = {348--360},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40564-8\_35},
doi = {10.1007/978-3-642-40564-8\_35},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lpnmr/GebserJKOSSS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclp/SilverthornLS12,
author = {Bryan Silverthorn and
Yuliya Lierler and
Marius Schneider},
editor = {Agostino Dovier and
V{\'{\i}}tor Santos Costa},
title = {Surviving Solver Sensitivity: An {ASP} Practitioner's Guide},
booktitle = {Technical Communications of the 28th International Conference on Logic
Programming, {ICLP} 2012, September 4-8, 2012, Budapest, Hungary},
series = {LIPIcs},
volume = {17},
pages = {164--175},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
year = {2012},
url = {https://doi.org/10.4230/LIPIcs.ICLP.2012.164},
doi = {10.4230/LIPICS.ICLP.2012.164},
timestamp = {Wed, 21 Aug 2024 22:46:00 +0200},
biburl = {https://dblp.org/rec/conf/iclp/SilverthornLS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclp/HoosKSS12,
author = {Holger H. Hoos and
Roland Kaminski and
Torsten Schaub and
Marius Schneider},
editor = {Agostino Dovier and
V{\'{\i}}tor Santos Costa},
title = {aspeed: ASP-based Solver Scheduling},
booktitle = {Technical Communications of the 28th International Conference on Logic
Programming, {ICLP} 2012, September 4-8, 2012, Budapest, Hungary},
series = {LIPIcs},
volume = {17},
pages = {176--187},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
year = {2012},
url = {https://doi.org/10.4230/LIPIcs.ICLP.2012.176},
doi = {10.4230/LIPICS.ICLP.2012.176},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclp/HoosKSS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/SchneiderH12,
author = {Marius Schneider and
Holger H. Hoos},
editor = {Youssef Hamadi and
Marc Schoenauer},
title = {Quantifying Homogeneity of Instance Sets for 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 = {190--204},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-34413-8\_14},
doi = {10.1007/978-3-642-34413-8\_14},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lion/SchneiderH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aicom/GebserKKOSS11,
author = {Martin Gebser and
Benjamin Kaufmann and
Roland Kaminski and
Max Ostrowski and
Torsten Schaub and
Marius Schneider},
title = {Potassco: The Potsdam Answer Set Solving Collection},
journal = {{AI} Commun.},
volume = {24},
number = {2},
pages = {107--124},
year = {2011},
url = {https://doi.org/10.3233/AIC-2011-0491},
doi = {10.3233/AIC-2011-0491},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aicom/GebserKKOSS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/MollerSWS11,
author = {Maximilian M{\"{o}}ller and
Marius Schneider and
Martin Wegner and
Torsten Schaub},
title = {Centurio, a General Game Player: Parallel, Java- and ASP-based},
journal = {K{\"{u}}nstliche Intell.},
volume = {25},
number = {1},
pages = {17--24},
year = {2011},
url = {https://doi.org/10.1007/s13218-010-0077-4},
doi = {10.1007/S13218-010-0077-4},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/MollerSWS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lpnmr/GebserKKSSZ11,
author = {Martin Gebser and
Roland Kaminski and
Benjamin Kaufmann and
Torsten Schaub and
Marius Thomas Schneider and
Stefan Ziller},
editor = {James P. Delgrande and
Wolfgang Faber},
title = {A Portfolio Solver for Answer Set Programming: Preliminary Report},
booktitle = {Logic Programming and Nonmonotonic Reasoning - 11th International
Conference, {LPNMR} 2011, Vancouver, Canada, May 16-19, 2011. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {6645},
pages = {352--357},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-20895-9\_40},
doi = {10.1007/978-3-642-20895-9\_40},
timestamp = {Mon, 03 Mar 2025 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lpnmr/GebserKKSSZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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