Xiong-Hui Chen

31 papers A* 12A 2Journal 16Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	HopChain: Multi-Hop Data Synthesis for Generalizable Vision-Language Reasoning. CoRR Shenzhi Wang, Shixuan Liu, Jingren Zhou, Chang Gao, Xiong-Hui Chen, Binghai Wang, An Yang, Shiji Song, Bowen Yu, Gao Huang, Junyang Lin
2026	J	`jnl`	Off-Policy Value-Based Reinforcement Learning for Large Language Models. CoRR Peng-Yuan Wang, Ziniu Li, Tian Xu, Bohan Yang, Tian-Shuo Liu, Chenyang Wang, Xiong-Hui Chen, Yi-Chen Li, Tianyun Yang, Congliang Chen, Yang Yu
2025	J	`jnl`	Generalist Reward Models: Found Inside Large Language Models. CoRR Yi-Chen Li, Tian Xu, Yang Yu, Xuqin Zhang, Xiong-Hui Chen, Zhongxiang Ling, Ningjing Chao, Lei Yuan, Zhi-Hua Zhou
2025	J	`jnl`	Group Sequence Policy Optimization. CoRR Chujie Zheng, Shixuan Liu, Mingze Li, Xiong-Hui Chen, Bowen Yu, Chang Gao, Kai Dang, Yuqiong Liu, Rui Men, An Yang, Jingren Zhou, Junyang Lin
2025	J	`jnl`	Learning de-biased environment models for delivery incentive policy optimization on food delivery platforms. Mach. Learn. Yu-Ren Liu, Xiong-Hui Chen, Siyuan Xiao, Xinyu Yang, Xintong Qi, Linjun Zhou, Yang Yu, Fangsheng Huang
2025	J	`jnl`	NeoRL-2: Near Real-World Benchmarks for Offline Reinforcement Learning with Extended Realistic Scenarios. CoRR Songyi Gao, Zuolin Tu, Rong-Jun Qin, Yi-Hao Sun, Xiong-Hui Chen, Yang Yu
2025	J	`jnl`	StepFun-Prover Preview: Let's Think and Verify Step by Step. CoRR Shijie Shang, Ruosi Wan, Yue Peng, Yutong Wu, Xiong-Hui Chen, Jie Yang, Xiangyu Zhang
2024	J	`jnl`	A survey on model-based reinforcement learning. Sci. China Inf. Sci. Fan-Ming Luo, Tian Xu, Hang Lai, Xiong-Hui Chen, Weinan Zhang, Yang Yu
2024	A*	`conf`	Deep Demonstration Tracing: Learning Generalizable Imitator Policy for Runtime Imitation from a Single Demonstration. ICML Xiong-Hui Chen, Junyin Ye, Hang Zhao, Yi-Chen Li, Xuhui Liu, Haoran Shi, Yu-Yan Xu, Zhihao Ye, Si-Hang Yang, Yang Yu, Anqi Huang, Kai Xu, Zongzhang Zhang
2024	A*	`conf`	KALM: Knowledgeable Agents by Offline Reinforcement Learning from Large Language Model Rollouts. NeurIPS Jing-Cheng Pang, Si-Hang Yang, Kaiyuan Li, Jiaji Zhang, Xiong-Hui Chen, Nan Tang, Yang Yu
2024	J	`jnl`	Knowledgeable Agents by Offline Reinforcement Learning from Large Language Model Rollouts. CoRR Jing-Cheng Pang, Si-Hang Yang, Kaiyuan Li, Jiaji Zhang, Xiong-Hui Chen, Nan Tang, Yang Yu
2024	A*	`conf`	Language Model Self-improvement by Reinforcement Learning Contemplation. ICLR Jing-Cheng Pang, Pengyuan Wang, Kaiyuan Li, Xiong-Hui Chen, Jiacheng Xu, Zongzhang Zhang, Yang Yu
2024	A*	`conf`	Policy Learning from Tutorial Books via Understanding, Rehearsing and Introspecting. NeurIPS Xiong-Hui Chen, Ziyan Wang, Yali Du, Shengyi Jiang, Meng Fang, Yang Yu, Jun Wang
2024	A*	`conf`	Policy Rehearsing: Training Generalizable Policies for Reinforcement Learning. ICLR Chengxing Jia, Chenxiao Gao, Hao Yin, Fuxiang Zhang, Xiong-Hui Chen, Tian Xu, Lei Yuan, Zongzhang Zhang, Zhi-Hua Zhou, Yang Yu
2024	A*	`conf`	Policy-conditioned Environment Models are More Generalizable. ICML Ruifeng Chen, Xiong-Hui Chen, Yihao Sun, Siyuan Xiao, Minhui Li, Yang Yu
2023	A*	`conf`	Adversarial Counterfactual Environment Model Learning. NeurIPS Xiong-Hui Chen, Yang Yu, Zhengmao Zhu, Zhihua Yu, Zhenjun Chen, Chenghe Wang, Yinan Wu, Rong-Jun Qin, Hongqiu Wu, Ruijin Ding, Fangsheng Huang
2023	J	`jnl`	Imitator Learning: Achieve Out-of-the-Box Imitation Ability in Variable Environments. CoRR Xiong-Hui Chen, Junyin Ye, Hang Zhao, Yi-Chen Li, Haoran Shi, Yu-Yan Xu, Zhihao Ye, Si-Hang Yang, Anqi Huang, Kai Xu, Zongzhang Zhang, Yang Yu
2023	J	`jnl`	Language Model Self-improvement by Reinforcement Learning Contemplation. CoRR Jing-Cheng Pang, Pengyuan Wang, Kaiyuan Li, Xiong-Hui Chen, Jiacheng Xu, Zongzhang Zhang, Yang Yu
2023	A*	`conf`	Natural Language Instruction-following with Task-related Language Development and Translation. NeurIPS Jing-Cheng Pang, Xinyu Yang, Si-Hang Yang, Xiong-Hui Chen, Yang Yu
2023	A	`conf`	Object-Oriented Option Framework for Robotics Manipulation in Clutter. IROS Jing-Cheng Pang, Si-Hang Yang, Xiong-Hui Chen, Xinyu Yang, Yang Yu, Mas Ma, Ziqi Guo, Howard Yang, Bill Huang
2023	J	`jnl`	Offline Model-Based Adaptable Policy Learning for Decision-Making in Out-of-Support Regions. IEEE Trans. Pattern Anal. Mach. Intell. Xiong-Hui Chen, Fan-Ming Luo, Yang Yu, Qingyang Li, Zhiwei Qin, Wenjie Shang, Jieping Ye
2023	A*	`conf`	Sim2Rec: A Simulator-based Decision-making Approach to Optimize Real-World Long-term User Engagement in Sequential Recommender Systems. ICDE Xiong-Hui Chen, Bowei He, Yang Yu, Qingyang Li, Zhiwei Tony Qin, Wenjie Shang, Jieping Ye, Chen Ma
2023	J	`jnl`	Sim2Rec: A Simulator-based Decision-making Approach to Optimize Real-World Long-term User Engagement in Sequential Recommender Systems. CoRR Xiong-Hui Chen, Bowei He, Yang Yu, Qingyang Li, Zhiwei Tony Qin, Wenjie Shang, Jieping Ye, Chen Ma
2022	J	`jnl`	A Survey on Model-based Reinforcement Learning. CoRR Fan-Ming Luo, Tian Xu, Hang Lai, Xiong-Hui Chen, Weinan Zhang, Yang Yu
2022	J	`jnl`	Adversarial Counterfactual Environment Model Learning. CoRR Xiong-Hui Chen, Yang Yu, Zheng-Mao Zhu, Zhihua Yu, Zhenjun Chen, Chenghe Wang, Yinan Wu, Hongqiu Wu, Rong-Jun Qin, Ruijin Ding, Fangsheng Huang
2022	A*	`conf`	NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning. NeurIPS Rongjun Qin, Xingyuan Zhang, Songyi Gao, Xiong-Hui Chen, Zewen Li, Weinan Zhang, Yang Yu
2022	J	`jnl`	Offline Reinforcement Learning with Causal Structured World Models. CoRR Zheng-Mao Zhu, Xiong-Hui Chen, Hong-Long Tian, Kun Zhang, Yang Yu
2021	A*	`conf`	Cross-modal Domain Adaptation for Cost-Efficient Visual Reinforcement Learning. NeurIPS Xiong-Hui Chen, Shengyi Jiang, Feng Xu, Zongzhang Zhang, Yang Yu
2021	A*	`conf`	Offline Model-based Adaptable Policy Learning. NeurIPS Xiong-Hui Chen, Yang Yu, Qingyang Li, Fan-Ming Luo, Zhiwei (Tony) Qin, Wenjie Shang, Jieping Ye
2020	—	`conf`	Efficient Exploration by Novelty-Pursuit. DAI Ziniu Li, Xiong-Hui Chen
2019	A	`conf`	Reinforcement Learning with Derivative-Free Exploration. AAMAS Xiong-Hui Chen, Yang Yu