Swarm Inverse Reinforcement Learning for Biological Systems. - Xin Yu 009; Wenjun Wu 001; Pu Feng; Yongkai Tian (BIBM, 2021)

ESP: Exploiting Symmetry Prior for Multi-Agent Reinforcement Learning. - Xin Yu 009; Rongye Shi; Pu Feng; Yongkai Tian; Jie Luo 004; Wenjun Wu 001 (ECAI, 2023)

MACT: Multi-agent Collision Avoidance with Continuous Transition Reinforcement Learning via Mixup. - Pu Feng; Xin Yu 009; Junkang Liang; Wenjun Wu 001; Yongkai Tian (ICSI (2), 2023)

Attacking Cooperative Multi-Agent Reinforcement Learning by Adversarial Minority Influence. - Simin Li; Jun Guo 009; Jingqiao Xiu; Pu Feng; Xin Yu 009; Jiakai Wang; Aishan Liu; Wenjun Wu 001; Xianglong Liu 001 (CoRR, 2023)

Leveraging Partial Symmetry for Multi-Agent Reinforcement Learning. - Xin Yu 009; Rongye Shi; Pu Feng; Yongkai Tian; Simin Li; Shuhao Liao; Wenjun Wu 001 (AAAI, 2024)

Exploiting Hierarchical Symmetry in Multi-Agent Reinforcement Learning. - Yongkai Tian; Xin Yu 009; Yirong Qi; Li Wang 170; Pu Feng; Wenjun Wu 001; Rongye Shi; Jie Luo 004 (ECAI, 2024)

GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy. - Tianhao Peng 002; Wenjun Wu 001; Haitao Yuan 002; Zhifeng Bao; Zhao Pengrui; Xin Yu 009; Xuetao Lin; Yu Liang 003; Yanjun Pu (ICDE, 2024)

Byzantine Robust Cooperative Multi-Agent Reinforcement Learning as a Bayesian Game. - Simin Li; Jun Guo 009; Jingqiao Xiu; Ruixiao Xu; Xin Yu 009; Jiakai Wang; Aishan Liu; Yaodong Yang 001; Xianglong Liu 001 (ICLR, 2024)

AdaptAUG: Adaptive Data Augmentation Framework for Multi-Agent Reinforcement Learning. - Xin Yu 009; Yongkai Tian; Li Wang 170; Pu Feng; Wenjun Wu 001; Rongye Shi (ICRA, 2024)

Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks. - Pu Feng; Junkang Liang; Size Wang; Xin Yu 009; Xin Ji; Yiting Chen; Kui Zhang; Rongye Shi; Wenjun Wu 001 (IROS, 2024)

Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks. - Pu Feng; Junkang Liang; Size Wang; Xin Yu 009; Rongye Shi; Wenjun Wu 001 (CoRR, 2024)

Safe and Efficient Multi-Agent Collision Avoidance With Physics-Informed Reinforcement Learning. - Pu Feng; Rongye Shi; Size Wang; Junkang Liang; Xin Yu 009; Simin Li; Wenjun Wu 001 (IEEE Robotics Autom. Lett., 2024)

Attacking cooperative multi-agent reinforcement learning by adversarial minority influence. - Simin Li; Jun Guo 009; Jingqiao Xiu; Yuwei Zheng; Pu Feng; Xin Yu 009; Jiakai Wang; Aishan Liu; Yaodong Yang 001; Bo An 001; Wenjun Wu 001; Xianglong Liu 001 (Neural Networks, 2025)

Lyapunov-Informed Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks. - Pu Feng; Rongye Shi; Size Wang; Qizhen Wu; Xin Yu 009; Wenjun Wu 001 (IEEE Trans Autom. Sci. Eng., 2025)

Symmetry-Informed MARL: A Decentralized and Cooperative UAV Swarm Control Approach for Communication Coverage. - Rongye Shi; Xin Yu 009; Yandong Wang; Yongkai Tian; Zhenyu Liu 003; Wenjun Wu 001; Xiao-Ping Zhang 002; Manuela M. Veloso (IEEE Trans. Mob. Comput., 2025)