Stefan Falkner

Research Scientist, Robert Bosch GmbH

Joined

November 2016

Names

Stefan Falkner (Preferred)

Emails

****@informatik.uni-freiburg.de (Confirmed)

****@de.bosch.com (Confirmed)

Personal Links

Google Scholar

DBLP

Career & Education History

Research Scientist

Robert Bosch GmbH (de.bosch.de)

2018 – Present

Postdoc

Universität Freiburg (uni-freiburg.de)

2015 – 2018

PhD student

Emory University (emory.edu)

2010 – 2014

Advisors, Relations & Conflicts

Postdoc Advisor

Frank Hutter

2015 – 2018

PhD Advisor

Stefan Boettcher

2010 – 2014

Expertise

No areas of expertise listed

Publications

Meta-Learning Contextual Time Series Forecasting with Neural Processes
Christian Schorr, Stefan Falkner, Michael Volpp, Gerhard Neumann
- Submitted to ICLR 2026
- Readers: Everyone
MALIBO: Meta-learning for Likelihood-free Bayesian Optimization
Jiarong Pan, Stefan Falkner, Felix Berkenkamp, Joaquin Vanschoren
- ICML 2024 Spotlight
- Readers: Everyone
MALIBO: Meta-Learning for Likelihood-free Bayesian Optimization
Jiarong Pan, Stefan Falkner, Felix Berkenkamp, Joaquin Vanschoren
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
Trading off Image Quality for Robustness is not Necessary with Regularized Deterministic Autoencoders
Amrutha Saseendran, Kathrin Skubch, Stefan Falkner, Margret Keuper
- Published: 31 Oct 2022, Last Modified: 05 May 2023
- NeurIPS 2022 Accept
- Readers: Everyone
Shape your Space: A Gaussian Mixture Regularization Approach to Deterministic Autoencoders
Amrutha Saseendran, Kathrin Skubch, Stefan Falkner, Margret Keuper
- Published: 09 Nov 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Poster
- Readers: Everyone
Probabilistic Meta-Learning for Bayesian Optimization
Felix Berkenkamp, Anna Eivazi, Lukas Grossberger, Kathrin Skubch, Jonathan Spitz, Christian Daniel, Stefan Falkner
- 28 Sept 2020 (modified: 05 May 2023)
- ICLR 2021 Conference Blind Submission
- Readers: Everyone
Auto-Sklearn 2.0: The Next Generation
Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer, Frank Hutter
- 2020 (modified: 14 May 2025)
- CoRR 2020
- Readers: Everyone
Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter Settings.
Matilde Gargiani, Aaron Klein, Stefan Falkner, Frank Hutter
- 2019 (modified: 09 Nov 2022)
- CoRR2019
- Readers: Everyone
Optimizing Neural Networks for Patent Classification
Louay Abdelgawad, Peter Kluegl, Erdan Genc, Stefan Falkner, Frank Hutter
- 2019 (modified: 30 Sept 2024)
- ECML/PKDD (3) 2019
- Readers: Everyone
Learning to Design RNA
Frederic Runge, Danny Stoll, Stefan Falkner, Frank Hutter
- 2019 (modified: 30 Sept 2024)
- ICLR (Poster) 2019
- Readers: Everyone

View all 18 publications

Co-Authors

View all 28 co-authors