Alumni

Stefan Falkner

Postal address
Institut für Informatik
Albert-Ludwigs-Universität Freiburg
Sekretariat Hutter/Maschinelles Lernen
Georges-Köhler-Allee 074
79110 Freiburg, Germany
Fax
+49 761 203-74217
Office
Building 74, Room 00-016
Marker

Publications

2021

Feurer, Matthias; Eggensperger, Katharina; Falkner, Stefan; Lindauer, Marius; Hutter, Frank

Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning Journal Article

In: arXiv:2007.04074, 2021.

2020

Volpp, Michael; Fröhlich, Lukas P; Fischer, Kirsten; Doerr, Andreas; Falkner, Stefan; Hutter, Frank; Daniel, Christian

Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization Inproceedings

In: International Conference on Learning Representations, 2020.

2019

Gargiani, M; Klein, A; Falkner, S; Hutter, F

Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter Settings Inproceedings

In: 6th ICML Workshop on Automated Machine Learning, 2019.

Runge, Frederic; Stoll, Danny; Falkner, Stefan; Hutter, Frank

Learning to Design RNA Inproceedings

In: International Conference on Learning Representations, 2019.

2018

Falkner, Stefan; Klein, Aaron; Hutter, Frank

BOHB: Robust and Efficient Hyperparameter Optimization at Scale Inproceedings

In: Proceedings of the 35th International Conference on Machine Learning (ICML 2018), pp. 1436–1445, 2018.

Feurer, Matthias; Eggensperger, Katharina; Falkner, Stefan; Lindauer, Marius; Hutter, Frank

Practical Automated Machine Learning for the AutoML Challenge 2018 Inproceedings

In: ICML 2018 AutoML Workshop, 2018.

Zela, Arber; Klein, Aaron; Falkner, Stefan; Hutter, Frank

Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search Inproceedings

In: ICML 2018 AutoML Workshop, 2018.

2017

Falkner, S; Klein, A; Hutter, F

Combining Hyperband and Bayesian Optimization Inproceedings

In: NIPS 2017 Bayesian Optimization Workshop, 2017.

Klein, A; Falkner, S; Mansur, N; Hutter, F

RoBO: A Flexible and Robust Bayesian Optimization Framework in Python Inproceedings

In: NIPS 2017 Bayesian Optimization Workshop, 2017.

Klein, A; Falkner, S; Springenberg, J T; Hutter, F

Learning Curve Prediction with Bayesian Neural Networks Inproceedings

In: International Conference on Learning Representations (ICLR) 2017 Conference Track, 2017.

Klein, A; Falkner, S; Bartels, S; Hennig, P; Hutter, F

Fast Bayesian hyperparameter optimization on large datasets Inproceedings

In: Electronic Journal of Statistics, 2017.

Klein, A; Falkner, S; Bartels, S; Hennig, P; Hutter, F

Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets Inproceedings

In: Proceedings of the AISTATS conference, 2017.

2016

Springenberg, J T; Klein, A; Falkner, S; Hutter, F

Bayesian optimization with robust Bayesian neural networks Inproceedings

In: Advances in Neural Information Processing Systems 29, 2016.

2015

Klein, A; Bartels, S; Falkner, S; Hennig, P; Hutter, F

Towards efficient Bayesian Optimization for Big Data Inproceedings

In: NIPS 2015 Bayesian Optimization Workshop, 2015.

Falkner, S; Lindauer, M; Hutter, F

SpySMAC: Automated Configuration and Performance Analysis of SAT Solvers Inproceedings

In: Proceedings of the International Conference on Satisfiability Solving (SAT'15), pp. 1-8, 2015.