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OPSF854

Mathematical and Practical Properties of Policy-Based Reinforcement Learning

Grant period2024-10-01 - 2025-09-30
Funding bodyExploratory Research Space der RWTH Aachen
 ERS
IdentifierG:(DE-82)EXS-SF-OPSF854

Exploratory Research Space: Seed Fund (2) als Anschubfinanzierung zur Erforschung neuer interdisziplinärer Ideen

 

Recent Publications

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On Rollouts in Model-Based Reinforcement Learning
18. European Workshop on Reinforcement Learning, EWRL 2025, TübingenTübingen, Germany, 17 Sep 2025 - 19 Sep 20252025-09-172025-09-19  GO  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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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 20252025-03-132025-03-15  GO  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png 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 20252025-04-242025-04-28
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http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png 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 20252025-04-242025-04-28
1-26 ()  GO OpenAccess  Download fulltext Files  Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Recurrent Natural Policy Gradient for POMDPs
Transactions on machine learning research 2025(10), 1-36 ()  GO   Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Convergence of Gradient Descent for Recurrent Neural Networks: A Nonasymptotic Analysis
SIAM journal on mathematics of data science 7(2), 826-854 () [10.1137/24M1642500]  GO BibTeX | EndNote: XML, Text | RIS

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Fisher–Rao Gradient Flows of Linear Programs and State-Action Natural Policy Gradients
SIAM journal on optimization 35(2), 1060-1088 () [10.1137/24M1653422]  GO BibTeX | EndNote: XML, Text | RIS

All known publications ...
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 Record created 2025-08-17, last modified 2025-08-17



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