Katharina Eggensperger

Deep learning with convolutional neural networks for EEG decoding and visualization

Robin Tibor Schirrmeister, Jost Tobias Springenberg, Lukas D. J. Fiederer et al. · Human Brain Mapping · 2017 · 3.2K citations · Full text

Efficient and robust automated machine learning

Matthias Feurer, Aaron Klein, Katharina Eggensperger et al. · Neural Information Processing Systems · 2015 · 1.3K citations

Artificial Intelligence, Hyperparameter Estimation, Engineering +14

Efficient Benchmarking of Hyperparameter Optimizers via Surrogates

Katharina Eggensperger, Frank Hutter, Holger H. Hoos et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2015 · 111 citations · Full text

Search Optimization, Artificial Intelligence, Hyperparameter Optimization +13

TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Noah Hollmann, Samuel Müller, Katharina Eggensperger et al. · arXiv (Cornell University) · 2022 · 92 citations · Full text

Few-shot Learning, Structured Prediction, Engineering +22

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

Marius Lindauer, Katharina Eggensperger, Matthias Feurer et al. · arXiv (Cornell University) · 2021 · 83 citations · Full text

Artificial Intelligence, Hyperparameter Optimization, Model Optimization +13