Discriminator-Guided Model-Based Offline Imitation Learning. - Wenjia Zhang; Haoran Xu 003; Haoyi Niu; Peng Cheng 013; Ming Li; Heming Zhang 001; Guyue Zhou; Xianyuan Zhan (CoRL, 2022)

Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL. - Peng Cheng 013; Xianyuan Zhan; Zhi-Hao Wu 001; Wenjia Zhang; Youfang Lin; Shoucheng Song; Han Wang; Li Jiang 008 (NeurIPS, 2023)

Data Center Cooling System Optimization Using Offline Reinforcement Learning. - Xianyuan Zhan; Xiangyu Zhu; Peng Cheng 013; Xiao Hu; Ziteng He; Hanfei Geng; Jichao Leng; Huiwen Zheng; Chenhui Liu; Tianshun Hong; Yan Liang; Yunxin Liu; et al. (ICLR, 2025)

Enhancing Offline Safe Reinforcement Learning with Trajectory-Constrained Diffusion Planning. - Hengrui Zhang; Youfang Lin; Shuo Shen; Hanfeng Lin; Peng Cheng 013; Sheng Han 001; Kai Lv 002 (AAMAS, 2025)