Pitfalls and Best Practices in Algorithm Configuration
Eggensperger, Katharina, Lindauer, Marius, Hutter, Frank
Published in The Journal of artificial intelligence research (01.01.2019)
Published in The Journal of artificial intelligence research (01.01.2019)
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Journal Article
Deep learning with convolutional neural networks for EEG decoding and visualization
Schirrmeister, Robin Tibor, Springenberg, Jost Tobias, Fiederer, Lukas Dominique Josef, Glasstetter, Martin, Eggensperger, Katharina, Tangermann, Michael, Hutter, Frank, Burgard, Wolfram, Ball, Tonio
Published in Human brain mapping (01.11.2017)
Published in Human brain mapping (01.11.2017)
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Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML
Weerts, Hilde, Pfisterer, Florian, Feurer, Matthias, Eggensperger, Katharina, Bergman, Edward, Awad, Noor, Vanschoren, Joaquin, Pechenizkiy, Mykola, Bischl, Bernd, Hutter, Frank
Published in The Journal of artificial intelligence research (17.02.2024)
Published in The Journal of artificial intelligence research (17.02.2024)
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Journal Article
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second
Hollmann, Noah, Müller, Samuel, Eggensperger, Katharina, Hutter, Frank
Year of Publication 05.07.2022
Year of Publication 05.07.2022
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Journal Article
Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML
Weerts, Hilde, Pfisterer, Florian, Feurer, Matthias, Eggensperger, Katharina, Bergman, Edward, Awad, Noor, Vanschoren, Joaquin, Pechenizkiy, Mykola, Bischl, Bernd, Hutter, Frank
Published in arXiv.org (20.02.2024)
Published in arXiv.org (20.02.2024)
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Journal Article
Mind the Gap: Measuring Generalization Performance Across Multiple Objectives
Feurer, Matthias, Eggensperger, Katharina, Bergman, Edward, Pfisterer, Florian, Bischl, Bernd, Hutter, Frank
Published in arXiv.org (09.02.2023)
Published in arXiv.org (09.02.2023)
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Journal Article
Position: Why We Must Rethink Empirical Research in Machine Learning
Herrmann, Moritz, Lange, F. Julian D, Eggensperger, Katharina, Casalicchio, Giuseppe, Wever, Marcel, Feurer, Matthias, Rügamer, David, Hüllermeier, Eyke, Boulesteix, Anne-Laure, Bischl, Bernd
Year of Publication 03.05.2024
Year of Publication 03.05.2024
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Journal Article
Neural Model-based Optimization with Right-Censored Observations
Eggensperger, Katharina, Haase, Kai, Müller, Philipp, Lindauer, Marius, Hutter, Frank
Year of Publication 29.09.2020
Year of Publication 29.09.2020
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Journal Article
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning
Feurer, Matthias, Eggensperger, Katharina, Falkner, Stefan, Lindauer, Marius, Hutter, Frank
Year of Publication 08.07.2020
Year of Publication 08.07.2020
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Journal Article
Towards Assessing the Impact of Bayesian Optimization's Own Hyperparameters
Lindauer, Marius, Feurer, Matthias, Eggensperger, Katharina, Biedenkapp, André, Hutter, Frank
Year of Publication 19.08.2019
Year of Publication 19.08.2019
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Journal Article
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
Lindauer, Marius, Eggensperger, Katharina, Feurer, Matthias, Biedenkapp, André, Deng, Difan, Benjamins, Carolin, Ruhopf, Tim, Sass, René, Hutter, Frank
Year of Publication 20.09.2021
Year of Publication 20.09.2021
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Journal Article
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO
Eggensperger, Katharina, Müller, Philipp, Mallik, Neeratyoy, Feurer, Matthias, Sass, René, Klein, Aaron, Awad, Noor, Lindauer, Marius, Hutter, Frank
Year of Publication 14.09.2021
Year of Publication 14.09.2021
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Journal Article
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning
Feurer, Matthias, Eggensperger, Katharina, Falkner, Stefan, Lindauer, Marius, Hutter, Frank
Published in arXiv.org (04.10.2022)
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Published in arXiv.org (04.10.2022)
Paper
BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters
Lindauer, Marius, Eggensperger, Katharina, Feurer, Matthias, Biedenkapp, André, Marben, Joshua, Müller, Philipp, Hutter, Frank
Year of Publication 16.08.2019
Year of Publication 16.08.2019
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Squirrel: A Switching Hyperparameter Optimizer
Awad, Noor, Shala, Gresa, Deng, Difan, Mallik, Neeratyoy, Feurer, Matthias, Eggensperger, Katharina, Biedenkapp, Andre', Vermetten, Diederick, Wang, Hao, Doerr, Carola, Lindauer, Marius, Hutter, Frank
Year of Publication 15.12.2020
Year of Publication 15.12.2020
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