2025 "kl-regularized rl" Papers

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

Jin Zhou, Kaiwen Wang, Jonathan Chang et al.

NeurIPS 2025posterarXiv:2502.20548
10
citations

Quantile Reward Policy Optimization: Alignment with Pointwise Regression and Exact Partition Functions

Simon Matrenok, Skander Moalla, Caglar Gulcehre

NeurIPS 2025posterarXiv:2507.08068

Sharp Analysis for KL-Regularized Contextual Bandits and RLHF

Heyang Zhao, Chenlu Ye, Quanquan Gu et al.

NeurIPS 2025posterarXiv:2411.04625
14
citations