Stefan Bauer

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 25

Top Topics

Infectious Diseases

Machine Learning

Clinical Decision Support

Electronic Health Record

Top Venues

PLoS computational biology

Nature medicine

Nature computational science

Molecular systems biology

This page only lists publications with an associated author ORCID identifier.

Publications

Sebastian Lobentanzer, Pablo Rodríguez-Mier, Stefan Bauer, Julio Saez-Rodriguez
Molecular causality in the advent of foundation models. Molecular systems biology 20 (8) (2024)
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S Kohane, Mihaela van der Schaar
Causal machine learning for predicting treatment outcomes. Nature medicine 30 (4) (2024)
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S Kohane, Mihaela van der Schaar
Causal machine learning for predicting treatment outcomes. Nature medicine 30 (4) (2024)
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S Kohane, Mihaela van der Schaar
Causal machine learning for predicting treatment outcomes. Nature medicine 30 (4) (2024)
Sebastian Lobentanzer, Pablo Rodríguez-Mier, Stefan Bauer, Julio Saez-Rodriguez
Molecular causality in the advent of foundation models. Molecular systems biology 20 (8) (2024)
Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S Kohane, Mihaela van der Schaar
Causal machine learning for predicting treatment outcomes. Nature medicine 30 (4) (2024)
Sebastian Lobentanzer, Pablo Rodríguez-Mier, Stefan Bauer, Julio Saez-Rodriguez
Molecular causality in the advent of foundation models. Molecular systems biology (2024)
Sebastian Lobentanzer, Pablo Rodríguez-Mier, Stefan Bauer, Julio Saez-Rodriguez
Molecular causality in the advent of foundation models. Molecular systems biology 20 (8) (2024)
Yue Li, Ye Wei, Zhangwei Wang, Xiaochun Liu, Timoteo Colnaghi, Liuliu Han, Ziyuan Rao, Xuyang Zhou, Liam Huber, Raynol Dsouza, Yilun Gong, Jörg Neugebauer, Andreas Marek, Markus Rampp, Stefan Bauer, Hongxiang Li, Ian Baker, Leigh T Stephenson, Baptiste Gault
Quantitative three-dimensional imaging of chemical short-range order via machine learning enhanced atom probe tomography. Nature communications 14 (1) (2023)
Arash Mehrjou, Ashkan Soleymani, Amin Abyaneh, Samir Bhatt, Bernhard Schölkopf, Stefan Bauer
Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases. PLoS computational biology 19 (1) (2023)
Arash Mehrjou, Ashkan Soleymani, Amin Abyaneh, Samir Bhatt, Bernhard Schölkopf, Stefan Bauer
Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases. PLoS computational biology 19 (1) (2023)
Arash Mehrjou, Ashkan Soleymani, Amin Abyaneh, Samir Bhatt, Bernhard Schölkopf, Stefan Bauer
Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases. PLoS computational biology 19 (1) (2023)
Arash Mehrjou, Ashkan Soleymani, Amin Abyaneh, Samir Bhatt, Bernhard Schölkopf, Stefan Bauer
Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases. PLoS computational biology 19 (1) (2023)
Arash Mehrjou, Ashkan Soleymani, Amin Abyaneh, Samir Bhatt, Bernhard Schölkopf, Stefan Bauer
Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases. PLoS computational biology 19 (1) (2023)
Arash Mehrjou, Ashkan Soleymani, Amin Abyaneh, Samir Bhatt, Bernhard Schölkopf, Stefan Bauer
Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases. PLoS computational biology 19 (1) (2023)
Simon Bing, Andrea Dittadi, Stefan Bauer, Patrick Schwab
Conditional generation of medical time series for extrapolation to underrepresented populations. PLOS digital health 1 (7) (2022)
R Patrick Xian, Vincent Stimper, Marios Zacharias, Maciej Dendzik, Shuo Dong, Samuel Beaulieu, Bernhard Schölkopf, Martin Wolf, Laurenz Rettig, Christian Carbogno, Stefan Bauer, Ralph Ernstorfer
A machine learning route between band mapping and band structure. Nature computational science 3 (1) (2022)
R Patrick Xian, Vincent Stimper, Marios Zacharias, Maciej Dendzik, Shuo Dong, Samuel Beaulieu, Bernhard Schölkopf, Martin Wolf, Laurenz Rettig, Christian Carbogno, Stefan Bauer, Ralph Ernstorfer
A machine learning route between band mapping and band structure. Nature computational science 3 (1) (2022)
Simon Bing, Andrea Dittadi, Stefan Bauer, Patrick Schwab
Conditional generation of medical time series for extrapolation to underrepresented populations. PLOS digital health 1 (7) (2022)
R Patrick Xian, Vincent Stimper, Marios Zacharias, Maciej Dendzik, Shuo Dong, Samuel Beaulieu, Bernhard Schölkopf, Martin Wolf, Laurenz Rettig, Christian Carbogno, Stefan Bauer, Ralph Ernstorfer
A machine learning route between band mapping and band structure. Nature computational science 3 (1) (2022)
R Patrick Xian, Vincent Stimper, Marios Zacharias, Maciej Dendzik, Shuo Dong, Samuel Beaulieu, Bernhard Schölkopf, Martin Wolf, Laurenz Rettig, Christian Carbogno, Stefan Bauer, Ralph Ernstorfer
A machine learning route between band mapping and band structure. Nature computational science 3 (1) (2022)
Ziyuan Rao, Po-Yen Tung, Ruiwen Xie, Ye Wei, Hongbin Zhang, Alberto Ferrari, T P C Klaver, Fritz Körmann, Prithiv Thoudden Sukumar, Alisson Kwiatkowski da Silva, Yao Chen, Zhiming Li, Dirk Ponge, Jörg Neugebauer, Oliver Gutfleisch, Stefan Bauer, Dierk Raabe
Machine learning-enabled high-entropy alloy discovery. Science (New York, N.Y.) 378 (6615) (2022)
August DuMont Schütte, Jürgen Hetzel, Sergios Gatidis, Tobias Hepp, Benedikt Dietz, Stefan Bauer, Patrick Schwab
Overcoming barriers to data sharing with medical image generation: a comprehensive evaluation. NPJ digital medicine 4 (1) (2021)
Patrick Schwab, Arash Mehrjou, Sonali Parbhoo, Leo Anthony Celi, Jürgen Hetzel, Markus Hofer, Bernhard Schölkopf, Stefan Bauer
Real-time prediction of COVID-19 related mortality using electronic health records. Nature communications 12 (1) (2021)
Patrick Schwab, August DuMont Schütte, Benedikt Dietz, Stefan Bauer
Clinical Predictive Models for COVID-19: Systematic Study. Journal of medical Internet research 22 (10) (2020)