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BibTeX records: Carolin Benjamins

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@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-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}
}

@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}
}

@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/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/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}
}

@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 18:16:37 +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/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}
}

@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-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/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/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-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-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/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}
}

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