Stefan Bauer

Director, Helmholtz Munich

Associate Professor, Technische Universität München

Joined

March 2018

Names

Stefan Bauer

Emails

****@inf.ethz.ch (Confirmed)

****@tuebingen.mpg.de (Confirmed)

****@gmail.com (Confirmed)

****@kth.se (Confirmed)

****@helmholtz-munich.de (Confirmed)

Personal Links

Homepage

Google Scholar

Career & Education History

Director

Helmholtz Munich (helmholtz-munich.de)

2023 – Present

Associate Professor

Technische Universität München (tum.de)

2023 – Present

Intern

Microsoft (microsoft.com)

2022 – 2023

Assistant Professor

KTH Royal Institute of Technology (kth.se)

2021 – 2023

Research Group Leader

Max Planck Institute for Intelligent Systems, Max-Planck Institute (tuebingen.mpg.de)

2018 – 2021

PhD student

Swiss Federal Institute of Technology (ethz.ch)

2014 – 2018

Advisors, Relations & Conflicts

PhD Advisor

Joachim M. Buhmann

2015 – 2018

Expertise

causality

Present

representation learning

Present

healthcare

Present

diffusion

Present

Publications

Conditional generation of medical time series for extrapolation to underrepresented populations
Simon Bing, Andrea Dittadi, Stefan Bauer, Patrick Schwab
- 23 Feb 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Differentiable Multi-Target Causal Bayesian Experimental Design
Panagiotis Tigas, Yashas Annadani, Desi R. Ivanova, Andrew Jesson, Yarin Gal, Adam Foster, Stefan Bauer
- Published: 06 Mar 2023, Last Modified: 15 Feb 2026
- ICLR 2023 - MLDD Oral
- Readers: Everyone
Differentiable Multi-Target Causal Bayesian Experimental Design
Yashas Annadani, Panagiotis Tigas, Desi R. Ivanova, Andrew Jesson, Yarin Gal, Adam Foster, Stefan Bauer
- 2023 (modified: 16 Apr 2023)
- CoRR 2023
- Readers: Everyone
Trust Your $\nabla$: Gradient-based Intervention Targeting for Causal Discovery
Mateusz Olko, Michał Zając, Aleksandra Nowak, Nino Scherrer, Yashas Annadani, Stefan Bauer, Łukasz Kuciński, Piotr Miłoś
- 03 Oct 2022 (modified: 05 May 2023)
- CML4Impact
- Readers: Everyone
Diffusion Models for Video Prediction and Infilling
Tobias Höppe, Arash Mehrjou, Stefan Bauer, Didrik Nielsen, Andrea Dittadi
- Published: 29 Nov 2022, Last Modified: 15 Feb 2026
- SBM 2022 Poster
- Readers: Everyone
Learning Latent Structural Causal Models
Jithendaraa Subramanian, Yashas Annadani, Ivaxi Sheth, Nan Rosemary Ke, Tristan Deleu, Stefan Bauer, Derek Nowrouzezahrai, Samira Ebrahimi Kahou
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
From Points to Functions: Infinite-dimensional Representations in Diffusion Models
Sarthak Mittal, Guillaume Lajoie, Stefan Bauer, Arash Mehrjou
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- Submitted to ICLR 2023
- Readers: Everyone
DiscoBAX - Discovery of optimal intervention sets in genomic experiment design
Clare Lyle, Arash Mehrjou, Pascal Notin, Andrew Jesson, Stefan Bauer, Yarin Gal, Patrick Schwab
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- Submitted to ICLR 2023
- Readers: Everyone
Structure by Architecture: Structured Representations without Regularization
Felix Leeb, Giulia Lanzillotta, Yashas Annadani, Michel Besserve, Stefan Bauer, Bernhard Schölkopf
- Published: 01 Feb 2023, Last Modified: 28 Feb 2023
- ICLR 2023 poster
- Readers: Everyone
End-to-end Invariance Learning with Relational Inductive Biases in Multi-Object Robotic Manipulation
Davide Mambelli, Frederik Träuble, Stefan Bauer, Bernhard Schölkopf, Francesco Locatello
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone

View all 144 publications

Co-Authors

View all 209 co-authors