Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning. - Shentao Yang; Yihao Feng; Shujian Zhang; Mingyuan Zhou (ICML, 2022)

A Unified Framework for Alternating Offline Model Training and Policy Learning. - Shentao Yang; Shujian Zhang; Yihao Feng; Mingyuan Zhou (NeurIPS, 2022)

A Regularized Implicit Policy for Offline Reinforcement Learning. - Shentao Yang; Zhendong Wang; Huangjie Zheng; Yihao Feng; Mingyuan Zhou (CoRR, 2022)

Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems. - Yihao Feng; Shentao Yang; Shujian Zhang; Jianguo Zhang 005; Caiming Xiong; Mingyuan Zhou; Huan Wang 014 (ICLR, 2023)

Preference-grounded Token-level Guidance for Language Model Fine-tuning. - Shentao Yang; Shujian Zhang; Congying Xia; Yihao Feng; Caiming Xiong; Mingyuan Zhou (NeurIPS, 2023)

A Dense Reward View on Aligning Text-to-Image Diffusion with Preference. - Shentao Yang; Tianqi Chen; Mingyuan Zhou (ICML, 2024)

Sequential Decision-Making for Inline Text Autocomplete. - Rohan Chitnis; Shentao Yang; Alborz Geramifard (RLJ, 2024)

SWaT: Statistical Modeling of Video Watch Time through User Behavior Analysis. - Shentao Yang; Haichuan Yang; Linna Du; Adithya Ganesh; Bo Peng; Boying Liu; Serena Li; Ji Liu (CoRR, 2024)

SWaT: Statistical Modeling of Video Watch Time through User Behavior Analysis. - Shentao Yang; Haichuan Yang; Linna Du; Adithya Ganesh; Bo Peng 009; Boying Liu; Serena Li; Ji Liu (KDD (1), 2025)

Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model. - Yueqin Yin; Shentao Yang; Yujia Xie; Ziyi Yang; Yuting Sun; Hany Hassan Awadalla; Weizhu Chen; Mingyuan Zhou (CoRR, 2025)

Bridging Supervised and Temporal Difference Learning with Q-Conditioned Maximization. - Xing Lei; Zifeng Zhuang; Shentao Yang; Sheng Xu; Yunhao Luo 005; Fei Shen; Xuetao Zhang; Donglin Wang (CoRR, 2025)

GCHR : Goal-Conditioned Hindsight Regularization for Sample-Efficient Reinforcement Learning. - Xing Lei; Wenyan Yang; Kaiqiang Ke; Shentao Yang; Xuetao Zhang; Joni Pajarinen; Donglin Wang (CoRR, 2025)