Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Stefan Falkner

Auto-Sklearn 2.0: The Next Generation


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


  Access Paper or Ask Questions

Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter Settings


Oct 10, 2019
Matilde Gargiani, Aaron Klein, Stefan Falkner, Frank Hutter


  Access Paper or Ask Questions

Learning to Design RNA


Dec 31, 2018
Frederic Runge, Danny Stoll, Stefan Falkner, Frank Hutter

* Published as a conference paper at the International Conference on Learning Representations 2019 (ICLR19) 

  Access Paper or Ask Questions

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


Jul 18, 2018
Arber Zela, Aaron Klein, Stefan Falkner, Frank Hutter

* ICML 2018 AutoML Workshop 
* 11 pages, 3 figures, 3 tables, ICML 2018 AutoML Workshop 

  Access Paper or Ask Questions

BOHB: Robust and Efficient Hyperparameter Optimization at Scale


Jul 04, 2018
Stefan Falkner, Aaron Klein, Frank Hutter

* published at ICML2018 

  Access Paper or Ask Questions

Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets


Mar 07, 2017
Aaron Klein, Stefan Falkner, Simon Bartels, Philipp Hennig, Frank Hutter


  Access Paper or Ask Questions

Asynchronous Stochastic Gradient MCMC with Elastic Coupling


Dec 08, 2016
Jost Tobias Springenberg, Aaron Klein, Stefan Falkner, Frank Hutter


  Access Paper or Ask Questions