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@InProceedings{CPPL,
author="El Mesaoudi-Paul, Adil
and Wei{\ss}, Dimitri
and Bengs, Viktor
and H{\"u}llermeier, Eyke
and Tierney, Kevin",
editor="Kotsireas, Ilias S. and Pardalos, Panos M.",
title="Pool-Based Realtime Algorithm Configuration: A Preselection Bandit Approach",
booktitle="Learning and Intelligent Optimization",
year="2020",
pages="216--232"
}
@inproceedings{GGA++_paper,
title={Model-Based Genetic Algorithms for Algorithm Configuration},
author={C. Ans{\'o}tegui and Y. Malitsky and Horst Samulowitz and M. Sellmann and K. Tierney},
booktitle={International Joint Conferences on Artificial Intelligence Organization (IJCAI)},
year={2015}
}
@article{SMAC3,
title={SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization},
author={Marius Thomas Lindauer and Katharina Eggensperger and Matthias Feurer and Andr'e Biedenkapp and Difan Deng and Caroline Benjamins and Ren{\'e} Sass and Frank Hutter},
journal={Journal of Machine Learning Research},
year={2022},
volume={23},
pages={54:1-54:9}
}
@inproceedings{GGA_paper,
author = {Ansótegui, Carlos and Sellmann, Meinolf and Tierney, Kevin},
year = {2009},
month = {09},
pages = {142-157},
title = {A Gender-Based Genetic Algorithm for the Automatic Configuration of Algorithms},
booktitle={Principles and Practice of Constraint Programming}
}
@article{ParamILS,
author = {Hutter, Frank and Hoos, Holger H. and Leyton-Brown, Kevin and St\"{u}tzle, Thomas},
title = {ParamILS: An Automatic Algorithm Configuration Framework},
year = {2009},
issue_date = {September 2009},
publisher = {AI Access Foundation},
address = {El Segundo, CA, USA},
journal = {Journal of Artificial Intelligence Research (JAIR)},
issn = {1076-9757},
pages = {267–306},
numpages = {40}
}
@misc{skopt,
title = {{scikit-optimize}},
year = {2020},
booktitle = {GitHub},
author = {{Timgates42}}
}
@inproceedings{aclib,
author = {Hutter, Frank and López-Ibáñez, Manuel and Fawcett, Chris and Lindauer, Marius and Hoos, Holger and Leyton-Brown, Kevin and Stützle, Thomas},
year = {2014},
month = {02},
pages = {36-40},
booktitle={International Conference on Learning and Intelligent Optimization (LION)},
title = {AClib: A Benchmark Library for Algorithm Configuration}
}
@InProceedings{BBLION,
author="Ans{\'o}tegui, Carlos
and Sellmann, Meinolf
and Shah, Tapan
and Tierney, Kevin",
editor="Simos, Dimitris E.
and Pardalos, Panos M.
and Kotsireas, Ilias S.",
title="Learning to Optimize Black-Box Functions with Extreme Limits on the Number of Function Evaluations",
booktitle="Learning and Intelligent Optimization",
year="2021",
publisher="Springer International Publishing",
address="Cham",
pages="7--24",
isbn="978-3-030-92121-7"
}
@unpublished{Selector,
author = {Weiss, Dimitri and Schede, Elias and Tierney, Kevin},
year = {2025},
title = {Selector: Ensemble-Based Automated Algorithm
Configuration},
journal = {Journal of Heuristics},
note = {under revision}
}