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Johannes Müller
Postdoc, Mathematics, Technische Universität Berlin
Joined
January 2020
Names
Johannes Müller
(Preferred)
,
Johannes Christoph Müller
Emails
****@mis.mpg.de
(Confirmed)
,
****@mis.mpg.de
(Confirmed)
,
****@mathc.rwth-aachen.de
(Confirmed)
,
****@tu-berlin.de
(Confirmed)
Personal Links
Homepage
Google Scholar
ORCID
Career & Education History
Postdoc
Mathematics,
Technische Universität Berlin
(tu-berlin.de)
2025
–
Present
Postdoc
Mathematics,
RWTH Aachen University
(mathc.rwth-aachen.de)
2023
–
2024
PhD student
Max Planck Institute for Mathematics in the Sciences
(mis.mpg.de)
2020
–
2023
Advisors, Relations & Conflicts
Coauthor
Siddhartha Mishra
Present
Coauthor
Felix Dangel
Present
Coauthor
Nikola Milosevic
Present
Coauthor
Kamyar Azizzadenesheli
Present
Coauthor
Anima Anandkumar
Present
Coauthor
Julius Berner
2023
–
Present
Coauthor
Lorenz Richter
2023
–
Present
Coauthor
Marius Zeinhofer
2020
–
Present
Coworker
Hanna Tseran
2020
–
Present
Coworker
Pierre Bréchet
2020
–
Present
Postdoc Advisor
Semih Cayci
2023
–
2024
PhD Advisor
Guido Montufar
2020
–
2023
PhD Advisor
Nihat Ay
2020
–
2023
Expertise
Mathematical machine learning
Present
Approximation theory
Present
Theory of reinforcement learning
Present
Scientific machine learning
Present
Markov decision processes
Present
Information geometry
Present
Algebraic statistics
Present
Publications
Central Path Proximal Policy Optimization
Nikola Milosevic
,
Johannes Müller
,
Nico Scherf
EXAIT@ICML 2025 Poster
Readers:
Everyone
Embedding Safety into RL: A New Take on Trust Region Methods
Johannes Müller
,
Nikola Milosevic
,
Nico Scherf
EWRL 2025 Poster
Readers:
Everyone
Embedding Safety into RL: A New Take on Trust Region Methods
Nikola Milosevic
,
Johannes Müller
,
Nico Scherf
ICML 2025 poster
Readers:
Everyone
Embedding Safety into RL: A New Take on Trust Region Methods
Nikola Milosevic
,
Johannes Müller
,
Nico Scherf
Submitted to ICLR 2025
Readers:
Everyone
Essentially Sharp Estimates on the Entropy Regularization Error in Discounted Markov Decision Processes
Johannes Müller
,
Semih Cayci
FoRLaC Poster
Readers:
Everyone
Kronecker-Factored Approximate Curvature for Physics-Informed Neural Networks
Felix Dangel
,
Johannes Müller
,
Marius Zeinhofer
NeurIPS 2024 poster
Readers:
Everyone
Position: Optimization in SciML Should Employ the Function Space Geometry
Johannes Müller
,
Marius Zeinhofer
ICML 2024 Poster
Readers:
Everyone
Achieving High Accuracy with PINNs via Energy Natural Gradient Descent
Johannes Müller
,
Marius Zeinhofer
ICML 2023 Poster
Readers:
Everyone
The Geometry of Memoryless Stochastic Policy Optimization in Infinite-Horizon POMDPs
Johannes Müller
,
Guido Montufar
Published: 28 Jan 2022, Last Modified: 12 Oct 2025
ICLR 2022 Poster
Readers:
Everyone
Co-Authors
Felix Dangel
Guido Montufar
Marius Zeinhofer
Nico Scherf
Nikola Milosevic
Semih Cayci