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Squirrel: A Switching Hyperparameter Optimizer


Dec 16, 2020
Noor Awad, Gresa Shala, Difan Deng, Neeratyoy Mallik, Matthias Feurer, Katharina Eggensperger, Andre' Biedenkapp, Diederick Vermetten, Hao Wang, Carola Doerr, Marius Lindauer, Frank Hutter


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Neural Model-based Optimization with Right-Censored Observations


Sep 29, 2020
Katharina Eggensperger, Kai Haase, Philipp Müller, Marius Lindauer, Frank Hutter


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Auto-Sklearn 2.0: The Next Generation


Jul 08, 2020
Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer, Frank Hutter


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Towards Assessing the Impact of Bayesian Optimization's Own Hyperparameters


Aug 19, 2019
Marius Lindauer, Matthias Feurer, Katharina Eggensperger, André Biedenkapp, Frank Hutter

* Accepted at DSO workshop (as part of IJCAI'19) 

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BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters


Aug 16, 2019
Marius Lindauer, Katharina Eggensperger, Matthias Feurer, André Biedenkapp, Joshua Marben, Philipp Müller, Frank Hutter


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Pitfalls and Best Practices in Algorithm Configuration


Oct 11, 2018
Katharina Eggensperger, Marius Lindauer, Frank Hutter


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Deep learning with convolutional neural networks for EEG decoding and visualization


Jun 08, 2018
Robin Tibor Schirrmeister, Jost Tobias Springenberg, Lukas Dominique Josef Fiederer, Martin Glasstetter, Katharina Eggensperger, Michael Tangermann, Frank Hutter, Wolfram Burgard, Tonio Ball

* A revised manuscript (with the new title) has been accepted at Human Brain Mapping, see http://onlinelibrary.wiley.com/doi/10.1002/hbm.23730/full 

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Neural Networks for Predicting Algorithm Runtime Distributions


May 09, 2018
Katharina Eggensperger, Marius Lindauer, Frank Hutter

* International Joint Conference on Artificial Intelligence (2018), 1442--1448 

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Deep learning with convolutional neural networks for decoding and visualization of EEG pathology


Jan 11, 2018
Robin Tibor Schirrmeister, Lukas Gemein, Katharina Eggensperger, Frank Hutter, Tonio Ball

* Published at IEEE SPMB 2017 https://www.ieeespmb.org/2017/ 

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Efficient Benchmarking of Algorithm Configuration Procedures via Model-Based Surrogates


Mar 30, 2017
Katharina Eggensperger, Marius Lindauer, Holger H. Hoos, Frank Hutter, Kevin Leyton-Brown


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