Error estimates for the deep Ritz method with boundary penalty J Müller, M Zeinhofer Mathematical and Scientific Machine Learning, 215-230, 2022 | 30* | 2022 |
Deep Ritz revisited J Müller, M Zeinhofer DeepDiffEq workshop at ICLR 2020, 2020 | 25 | 2020 |
Achieving High Accuracy with PINNs via Energy Natural Gradients J Müller, M Zeinhofer International Conference on Machine Learning, 25471-25485, 2023 | 14 | 2023 |
Uniform Convergence Guarantees for the Deep Ritz Method for Nonlinear Problems P Dondl, J Müller, M Zeinhofer Advances in Continuous and Discrete Models, 2022 | 11 | 2022 |
Notes on Exact Boundary Values in Residual Minimisation J Müller, M Zeinhofer Mathematical and Scientific Machine Learning, 231-240, 2022 | 10 | 2022 |
Invariance properties of the natural gradient in overparametrised systems J van Oostrum, J Müller, N Ay Information geometry 6 (1), 51-67, 2023 | 7 | 2023 |
The Geometry of Memoryless Stochastic Policy Optimization in Infinite-Horizon POMDPs G Montúfar, J Müller International Conference of Learning Representations, 2022 | 7* | 2022 |
On the space-time expressivity of ResNets J Müller DeepDiffEq workshop at ICLR 2020, 2020 | 6* | 2020 |
Geometry and convergence of natural policy gradient methods J Müller, G Montúfar Information Geometry 7 (Suppl 1), 485-523, 2024 | 3 | 2024 |
Solving infinite-horizon POMDPs with memoryless stochastic policies in state-action space J Müller, G Montúfar 5th Multi-disciplinary Conference on Reinforcement Learning and Decision …, 2022 | 3 | 2022 |
Universal flow approximation with deep residual networks J Müller University of Freiburg, 2019 | 3 | 2019 |
Fisher-Rao Gradient Flows of Linear Programs and State-Action Natural Policy Gradients J Müller, S Çaycı, G Montúfar arXiv preprint arXiv:2403.19448, 2024 | | 2024 |
Optimization in SciML--A Function Space Perspective J Müller, M Zeinhofer arXiv preprint arXiv:2402.07318, 2024 | | 2024 |
Geometry of Optimization in Markov Decision Processes and Neural Network Based PDE Solvers J Müller https://muellerjohannes.github.io/files/thesis-jm.pdf, 2023 | | 2023 |
Algebraic Optimization of Sequential Decision Problems M Dressler, M Garrote-López, G Montúfar, J Müller, K Rose Journal of Symbolic Computation 121, 2022 | | 2022 |
Parameter estimation and consistency for discrete determinantal point processes J Müller University of Warwick, 2018 | | 2018 |