OPSF854
Mathematical and Practical Properties of Policy-Based Reinforcement Learning
| Grant period | 2024-10-01 - 2025-09-30 |
| Funding body | Exploratory Research Space der RWTH Aachen |
| ERS | |
| Identifier | G:(DE-82)EXS-SF-OPSF854 |
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Poster
On Rollouts in Model-Based Reinforcement Learning
18. European Workshop on Reinforcement Learning, EWRL 2025, TübingenTübingen, Germany, 17 Sep 2025 - 19 Sep 2025
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Poster
Infoprop: Precise Long-Horizon Planning With Accumulated Uncertainty Quantification Using Learned Dynamics Models
1. German Robotics Conference, GRC, NürnbergNürnberg, Germany, 13 Mar 2025 - 15 Mar 2025
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Contribution to a conference proceedings
On Rollouts in Model-Based Reinforcement Learning
The Thirteenth International Conference on Learning Representations : ICLR 2025 : SingaporeApr 24 2025
13. International Conference on Learning Representations, ICLR 2025, SingaporeSingapore, Singapore, 24 Apr 2025 - 28 Apr 2025
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Contribution to a conference proceedings
On Rollouts in Model-based Reinforcement Learning
The Thirteenth International Conference on Learning Representations : ICLR 2025
13. International Conference on Learning Representations, ICRL 2025, SingaporeSingapore, Singapore, 24 Apr 2025 - 28 Apr 2025
1-26 (2025)
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Journal Article
Recurrent Natural Policy Gradient for POMDPs
Transactions on machine learning research 2025(10), 1-36 (2025)
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Journal Article
Convergence of Gradient Descent for Recurrent Neural Networks: A Nonasymptotic Analysis
SIAM journal on mathematics of data science 7(2), 826-854 (2025) [10.1137/24M1642500]
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Journal Article
Fisher–Rao Gradient Flows of Linear Programs and State-Action Natural Policy Gradients
SIAM journal on optimization 35(2), 1060-1088 (2025) [10.1137/24M1653422]
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All known publications ...
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