2025
|
Viering, Tom Julian; Adriaensen, Steven; Rakotoarison, Herilalaina; Müller, Samuel; Hvarfner, Carl; Bakshy, Eytan; Hutter, Frank $alpha$-PFN: In-Context Learning Entropy Search Inproceedings In: The Frontiers in Probabilistic Inference: Sampling meets Learning (FPI) at ICLR, 2025. @inproceedings{Viering2025,
title = {$\alpha$-PFN: In-Context Learning Entropy Search},
author = {Tom Julian Viering and Steven Adriaensen and Herilalaina Rakotoarison and Samuel Müller and Carl Hvarfner and Eytan Bakshy and Frank Hutter},
year = {2025},
booktitle = {The Frontiers in Probabilistic Inference: Sampling meets Learning (FPI) at ICLR},
keywords = {}
}
|
2024
|
Karakasli, Goktug; Adriaensen, Steven; Hutter, Frank NOSBench-101: Towards Reproducible Neural Optimizer Search Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Karakasli2024,
title = {NOSBench-101: Towards Reproducible Neural Optimizer Search},
author = {Goktug Karakasli and Steven Adriaensen and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track},
keywords = {}
}
|
Viering, Tom Julian; Adriaensen, Steven; Rakotoarison, Herilalaina; Hutter, Frank From Epoch to Sample Size: Developing New Data-driven Priors for Learning Curve Prior-Fitted Networks Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Viering2024,
title = {From Epoch to Sample Size: Developing New Data-driven Priors for Learning Curve Prior-Fitted Networks},
author = {Tom Julian Viering and Steven Adriaensen and Herilalaina Rakotoarison and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track},
keywords = {}
}
|
Rakotoarison, Herilalaina; Adriaensen, Steven; Mallik, Neeratyoy; Garibov, Samir; Bergman, Edward; Hutter, Frank In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization Inproceedings In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024. @inproceedings{Rakotoarison2024,
title = {In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization},
author = {Herilalaina Rakotoarison and Steven Adriaensen and Neeratyoy Mallik and Samir Garibov and Edward Bergman and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track},
keywords = {}
}
|
Rakotoarison, Herilalaina; Adriaensen, Steven; Mallik, Neeratyoy; Garibov, Samir; Bergman, Eddie; Hutter, Frank In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization Inproceedings In: Proceedings of the 41st International Conference on Machine Learning (ICML), 2024. @inproceedings{nokey,
title = {In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization},
author = {Herilalaina Rakotoarison and Steven Adriaensen and Neeratyoy Mallik and Samir Garibov and Eddie Bergman and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the 41st International Conference on Machine Learning (ICML)},
keywords = {}
}
|
2023
|
Adriaensen, Steven; Rakotoarison, Herilalaina; Müller, Samuel; Hutter, Frank Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks Inproceedings In: Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023. @inproceedings{adriaensen2023lcpfn,
title = {Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks},
author = {Steven Adriaensen and Herilalaina Rakotoarison and Samuel Müller and Frank Hutter},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
|
2022
|
Adriaensen, Steven; Biedenkapp, André; Shala, Gresa; Awad, Noor; Eimer, Theresa; Lindauer, Marius; Hutter, Frank Automated Dynamic Algorithm Configuration Journal Article In: Journal of Artificial Intelligence Research (JAIR), vol. 75, pp. 1633-1699, 2022. @article{adriaens-arxiv22a,
title = {Automated Dynamic Algorithm Configuration},
author = {Steven Adriaensen and André Biedenkapp and Gresa Shala and Noor Awad and Theresa Eimer and Marius Lindauer and Frank Hutter},
doi = {10.1613/jair.1.13922 },
year = {2022},
journal = {Journal of Artificial Intelligence Research (JAIR)},
volume = {75},
pages = {1633-1699},
keywords = {}
}
|
Adriaensen, Steven; Rakotoarison, Herilalaina; Müller, Samuel; Hutter, Frank Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{adriaensen2022efficientb,
title = {Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks},
author = {Steven Adriaensen and Herilalaina Rakotoarison and Samuel Müller and Frank Hutter},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
|
2021
|
Eimer, Theresa; Biedenkapp, André; Reimer, Maximilian; Adriaensen, Steven; Hutter, Frank; Lindauer, Marius DACBench: A Benchmark Library for Dynamic Algorithm Configuration Inproceedings In: Proceedings of the Thirtieth International Joint Conference on
Artificial Intelligence (IJCAI'21), ijcai.org, 2021. @inproceedings{eimer-ijcai21,
title = {DACBench: A Benchmark Library for Dynamic Algorithm Configuration},
author = {Theresa Eimer and André Biedenkapp and Maximilian Reimer and Steven Adriaensen and Frank Hutter and Marius Lindauer},
year = {2021},
booktitle = {Proceedings of the Thirtieth International Joint Conference on
Artificial Intelligence (IJCAI'21)},
publisher = {ijcai.org},
keywords = {}
}
|
2020
|
Shala, Gresa; Biedenkapp, André; Awad, Noor; Adriaensen, Steven; Lindauer, Marius; Hutter, Frank Learning Step-Size Adaptation in CMA-ES Inproceedings In: Proceedings of the Sixteenth International Conference on Parallel Problem Solving from Nature (PPSN'20), 2020. @inproceedings{shala-ppsn20,
title = {Learning Step-Size Adaptation in CMA-ES},
author = {Gresa Shala and André Biedenkapp and Noor Awad and Steven Adriaensen and Marius Lindauer and Frank Hutter},
year = {2020},
booktitle = {Proceedings of the Sixteenth International Conference on Parallel Problem Solving from Nature (PPSN'20)},
keywords = {}
}
|
