2025 "reinforcement learning human feedback" Papers

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Ask a Strong LLM Judge when Your Reward Model is Uncertain

Zhenghao Xu, Qin Lu, Qingru Zhang et al.

NEURIPS 2025posterarXiv:2510.20369

Efficient and Near-Optimal Algorithm for Contextual Dueling Bandits with Offline Regression Oracles

Aadirupa Saha, Robert Schapire

NEURIPS 2025poster

Enhancing Safety in Reinforcement Learning with Human Feedback via Rectified Policy Optimization

Xiyue Peng, Hengquan Guo, Jiawei Zhang et al.

NEURIPS 2025posterarXiv:2410.19933

Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning

Yuheng Zhang, Dian Yu, Baolin Peng et al.

ICLR 2025posterarXiv:2407.00617

Towards Federated RLHF with Aggregated Client Preference for LLMs

Feijie Wu, Xiaoze Liu, Haoyu Wang et al.

ICLR 2025posterarXiv:2407.03038