Multi-Agent Concentrative Coordination with Decentralized Task Representation. - Lei Yuan 005; Chenghe Wang; Jianhao Wang; Fuxiang Zhang; Feng Chen 042; Cong Guan; Zongzhang Zhang; Chongjie Zhang; Yang Yu 001 (IJCAI, 2022)

Efficient Multi-agent Communication via Self-supervised Information Aggregation. - Cong Guan; Feng Chen 042; Lei Yuan 005; Chenghe Wang; Hao Yin; Zongzhang Zhang; Yang Yu 001 (NeurIPS, 2022)

Multi-Agent Policy Transfer via Task Relationship Modeling. - Rongjun Qin; Feng Chen 042; Tonghan Wang 001; Lei Yuan 005; Xiaoran Wu; Zongzhang Zhang; Chongjie Zhang; Yang Yu 001 (CoRR, 2022)

Towards Deployment-Efficient and Collision-Free Multi-Agent Path Finding (Student Abstract). - Feng Chen 042; Chenghe Wang; Fuxiang Zhang; Hao Ding; Qiaoyong Zhong; Shiliang Pu; Zongzhang Zhang (AAAI, 2023)

Robust Multi-Agent Coordination via Evolutionary Generation of Auxiliary Adversarial Attackers. - Lei Yuan 005; Ziqian Zhang; Ke Xue 001; Hao Yin; Feng Chen 042; Cong Guan; Lihe Li; Chao Qian 001; Yang Yu 001 (AAAI, 2023)

Learning to Coordinate with Anyone. - Lei Yuan 005; Lihe Li; Ziqian Zhang; Feng Chen 042; Tianyi Zhang; Cong Guan; Yang Yu 001; Zhi-Hua Zhou (DAI, 2023)

Efficient Communication via Self-supervised Information Aggregation for Online and Offline Multi-agent Reinforcement Learning. - Cong Guan; Feng Chen 042; Lei Yuan 005; Zongzhang Zhang; Yang Yu 001 (CoRR, 2023)

Robust Multi-agent Communication via Multi-view Message Certification. - Lei Yuan 005; Tao Jiang; Lihe Li; Feng Chen 042; Zongzhang Zhang; Yang Yu 001 (CoRR, 2023)

Efficient Human-AI Coordination via Preparatory Language-based Convention. - Cong Guan; Lichao Zhang; Chunpeng Fan; Yichen Li; Feng Chen 042; Lihe Li; Yunjia Tian; Lei Yuan 005; Yang Yu 001 (CoRR, 2023)

Dynamics Adaptive Safe Reinforcement Learning with a Misspecified Simulator. - Ruiqi Xue; Ziqian Zhang; Lihe Li; Feng Chen 042; Yi-Chen Li 001; Yang Yu 001; Lei Yuan 005 (ECML/PKDD (7), 2024)

Multi-agent policy transfer via task relationship modeling. - Rongjun Qin; Feng Chen 042; Tonghan Wang 001; Lei Yuan 005; Xiaoran Wu; Yipeng Kang; Zongzhang Zhang; Chongjie Zhang; Yang Yu 001 (Sci. China Inf. Sci., 2024)

Robust cooperative multi-agent reinforcement learning via multi-view message certification. - Lei Yuan 005; Tao Jiang; Lihe Li; Feng Chen 042; Zongzhang Zhang; Yang Yu 001 (Sci. China Inf. Sci., 2024)

Stable Continual Reinforcement Learning via Diffusion-based Trajectory Replay. - Feng Chen 042; Fuguang Han; Cong Guan; Lei Yuan 005; Zhilong Zhang; Yang Yu 001; Zongzhang Zhang (CoRR, 2024)

One by One, Continual Coordinating with Humans via Hyper-Teammate Identification. - Cong Guan; Feng Chen 042; Ke Xue 001; Chunpeng Fan; Lichao Zhang; Ziqian Zhang; Pengyao Zhao; Zongzhang Zhang; Chao Qian 001; Lei Yuan 005; Yang Yu 001 (Trans. Mach. Learn. Res., 2024)

Communication-robust multi-agent learning by adaptable auxiliary multi-agent adversary generation. - Lei Yuan 005; Feng Chen 042; Zongzhang Zhang; Yang Yu 001 (Frontiers Comput. Sci., 2024)

Lost in the Context: Insufficient and Distracted Attention to Contexts in Preference Modeling. - Shihan Dou; Jiayi Chen; Chenhao Huang; Feng Chen 042; Wei Chengzhi; Huiyuan Zheng; Shichun Liu; Yan Liu 002; Chenxiao Liu; Chao Xin; Lin Yan; Zongzhang Zhang; et al. (ACL (1), 2025)

Efficient Multi-Agent Cooperation Learning through Teammate Lookahead. - Feng Chen 042; Xinwei Chen; Rong-Jun Qin; Cong Guan; Lei Yuan 005; Zongzhang Zhang; Yang Yu 001 (Trans. Mach. Learn. Res., 2025)

Open and real-world human-AI coordination by heterogeneous training with communication. - Cong Guan; Ke Xue 001; Chunpeng Fan; Feng Chen 042; Lichao Zhang; Lei Yuan 005; Chao Qian 001; Yang Yu 001 (Frontiers Comput. Sci., 2025)

Efficient Communication via Self-Supervised Information Aggregation for Online and Offline Multiagent Reinforcement Learning. - Cong Guan; Feng Chen 042; Lei Yuan 005; Zongzhang Zhang; Yang Yu 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

EvaLearn: Quantifying the Learning Capability and Efficiency of LLMs via Sequential Problem Solving. - Shihan Dou; Ming Zhang 030; Chenhao Huang; Jiayi Chen; Feng Chen 042; Shichun Liu; Yan Liu 002; Chenxiao Liu; Cheng Zhong; Zongzhang Zhang; Tao Gui; Chao Xin; et al. (CoRR, 2025)