"deterministic mdps" Papers

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$Q\sharp$: Provably Optimal Distributional RL for LLM Post-Training

Jin Zhou, Kaiwen Wang, Jonathan Chang et al.

NEURIPS 2025arXiv:2502.20548
12
citations

Outcome-Based Online Reinforcement Learning: Algorithms and Fundamental Limits

Fan Chen, Zeyu Jia, Alexander Rakhlin et al.

NEURIPS 2025arXiv:2505.20268
4
citations