Potential Driven Reinforcement Learning for Hard Exploration Tasks. - Enmin Zhao; Shihong Deng; Yifan Zang 001; Yongxin Kang; Kai Li 022; Junliang Xing (IJCAI, 2020)

Towards a Unified Benchmark for Reinforcement Learning in Sparse Reward Environments. - Yongxin Kang; Enmin Zhao; Yifan Zang 001; Kai Li 022; Junliang Xing (ICONIP (4), 2022)

L2E: Learning to Exploit Your Opponent. - Zhe Wu; Kai Li 022; Hang Xu 006; Yifan Zang 001; Bo An 001; Junliang Xing (IJCNN, 2022)

Sequential Cooperative Multi-Agent Reinforcement Learning. - Yifan Zang 001; Jinmin He; Kai Li 022; Haobo Fu; Qiang Fu 016; Junliang Xing (AAMAS, 2023)

Automatic Grouping for Efficient Cooperative Multi-Agent Reinforcement Learning. - Yifan Zang 001; Jinmin He; Kai Li 022; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (NeurIPS, 2023)

Filtered Observations for Model-Based Multi-agent Reinforcement Learning. - Linghui Meng 001; Xuantang Xiong; Yifan Zang 001; Xi Zhang; Guoqi Li; Dengpeng Xing; Bo Xu 002 (ECML/PKDD (4), 2023)

Not All Tasks Are Equally Difficult: Multi-Task Reinforcement Learning with Dynamic Depth Routing. - Jinmin He; Kai Li 022; Yifan Zang 001; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (CoRR, 2023)

Not All Tasks Are Equally Difficult: Multi-Task Deep Reinforcement Learning with Dynamic Depth Routing. - Jinmin He; Kai Li 022; Yifan Zang 001; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (AAAI, 2024)

Intrinsic Action Tendency Consistency for Cooperative Multi-Agent Reinforcement Learning. - Junkai Zhang; Yifan Zhang 001; Xi Sheryl Zhang; Yifan Zang 001; Jian Cheng 001 (AAAI, 2024)

Towards Offline Opponent Modeling with In-context Learning. - Yuheng Jing; Kai Li 022; Bingyun Liu; Yifan Zang 001; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (ICLR, 2024)

Efficient Multi-task Reinforcement Learning with Cross-Task Policy Guidance. - Jinmin He; Kai Li 022; Yifan Zang 001; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (NeurIPS, 2024)

Opponent Modeling with In-context Search. - Yuheng Jing; Bingyun Liu; Kai Li 022; Yifan Zang 001; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (NeurIPS, 2024)

Sample Efficient Reinforcement Learning Using Graph-Based Memory Reconstruction. - Yongxin Kang; Enmin Zhao; Yifan Zang 001; Lijuan Li 002; Kai Li 022; Pin Tao; Junliang Xing (IEEE Trans. Artif. Intell., 2024)

Deep Multitask Multiagent Reinforcement Learning With Knowledge Transfer. - Yuxiang Mai; Yifan Zang 001; Qiyue Yin; Wancheng Ni; Kaiqi Huang (IEEE Trans. Games, 2024)

Goal-Oriented Skill Abstraction for Offline Multi-Task Reinforcement Learning. - Jinmin He; Kai Li 022; Yifan Zang 001; Haobo Fu; Qiang Fu 016; Junliang Xing; Jian Cheng 001 (CoRR, 2025)