Sequential and Dynamic constraint Contrastive Learning for Reinforcement Learning. - Weijie Shen; Lei Yuan 005; Junfu Huang; Songyi Gao; Yuyang Huang; Yang Yu 001 (IJCNN, 2021)

LINDA: Multi-Agent Local Information Decomposition for Awareness of Teammates. - Jiahan Cao; Lei Yuan 005; Jianhao Wang; Shaowei Zhang; Chongjie Zhang; Yang Yu 001; De-Chuan Zhan (CoRR, 2021)

Multi-Agent Incentive Communication via Decentralized Teammate Modeling. - Lei Yuan 005; Jianhao Wang; Fuxiang Zhang; Chenghe Wang; Zongzhang Zhang; Yang Yu 001; Chongjie Zhang (AAAI, 2022)

Efficient Multi-Agent Communication via Shapley Message Value. - Di Xue; Lei Yuan 005; Zongzhang Zhang; Yang Yu 001 (IJCAI, 2022)

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)

Multi-agent Dynamic Algorithm Configuration. - Ke Xue 001; Jiacheng Xu 003; Lei Yuan 005; Miqing Li; Chao Qian 001; Zongzhang Zhang; Yang Yu 001 (NeurIPS, 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)

Heterogeneous Multi-agent Zero-Shot Coordination by Coevolution. - Ke Xue 001; Yutong Wang; Lei Yuan 005; Cong Guan; Chao Qian 001; Yang Yu 001 (CoRR, 2022)

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)

Self-Motivated Multi-Agent Exploration. - Shaowei Zhang; Jiahan Cao; Lei Yuan 005; Yang Yu 001; De-Chuan Zhan (AAMAS, 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)

Discovering Generalizable Multi-agent Coordination Skills from Multi-task Offline Data. - Fuxiang Zhang; Chengxing Jia; Yi-Chen Li 001; Lei Yuan 005; Yang Yu 001; Zongzhang Zhang (ICLR, 2023)

Internal Logical Induction for Pixel-Symbolic Reinforcement Learning. - Jiacheng Xu 003; Chao Chen 028; Fuxiang Zhang; Lei Yuan 005; Zongzhang Zhang; Yang Yu 001 (KDD, 2023)

Fast Teammate Adaptation in the Presence of Sudden Policy Change. - Ziqian Zhang; Lei Yuan 005; Lihe Li; Ke Xue 001; Chengxing Jia; Cong Guan; Chao Qian 001; Yang Yu 001 (UAI, 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)

Multi-agent Continual Coordination via Progressive Task Contextualization. - Lei Yuan 005; Lihe Li; Ziqian Zhang; Fuxiang Zhang; Cong Guan; 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)

A Survey of Progress on Cooperative Multi-agent Reinforcement Learning in Open Environment. - Lei Yuan 005; Ziqian Zhang; Lihe Li; Cong Guan; Yang Yu 001 (CoRR, 2023)

Memory-efficient Transformer-based network model for Traveling Salesman Problem. - Hua Yang; Minghao Zhao 001; Lei Yuan 005; Yang Yu 001; Zhenhua Li 001; Ming Gu (Neural Networks, 2023)

Cost-aware Offline Safe Meta Reinforcement Learning with Robust In-Distribution Online Task Adaptation. - Cong Guan; Ruiqi Xue; Ziqian Zhang; Lihe Li; Yi-Chen Li 001; Lei Yuan 005; Yang Yu 001 (AAMAS, 2024)

Disentangling Policy from Offline Task Representation Learning via Adversarial Data Augmentation. - Chengxing Jia; Fuxiang Zhang; Yi-Chen Li 001; Chenxiao Gao; Xu-Hui Liu; Lei Yuan 005; Zongzhang Zhang; Yang Yu 001 (AAMAS, 2024)

Policy Rehearsing: Training Generalizable Policies for Reinforcement Learning. - Chengxing Jia; Chenxiao Gao; Hao Yin; Fuxiang Zhang; Xiong-Hui Chen; Tian Xu 003; Lei Yuan 005; Zongzhang Zhang; Zhi-Hua Zhou; Yang Yu 001 (ICLR, 2024)

Debiased Offline Representation Learning for Fast Online Adaptation in Non-stationary Dynamics. - Xinyu Zhang; Wenjie Qiu 005; Yi-Chen Li 001; Lei Yuan 005; Chengxing Jia; Zongzhang Zhang; Yang Yu 001 (ICML, 2024)

Continual Multi-Objective Reinforcement Learning via Reward Model Rehearsal. - Lihe Li; Ruotong Chen; Ziqian Zhang; Zhichao Wu; Yi-Chen Li 001; Cong Guan; Yang Yu 001; Lei Yuan 005 (IJCAI, 2024)

Multi-Agent Domain Calibration with a Handful of Offline Data. - Tao Jiang; Lei Yuan 005; Lihe Li; Cong Guan; Zongzhang Zhang; Yang Yu 001 (NeurIPS, 2024)

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)

Q-Adapter: Training Your LLM Adapter as a Residual Q-Function. - Yi-Chen Li 001; Fuxiang Zhang; Wenjie Qiu 005; Lei Yuan 005; Chengxing Jia; Zongzhang Zhang; Yang Yu 001 (CoRR, 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)

Efficient Multi-agent Offline Coordination via Diffusion-based Trajectory Stitching. - Lei Yuan 005; Yuqi Bian; Lihe Li; Ziqian Zhang; Cong Guan; Yang Yu 001 (ICLR, 2025)

Q-Adapter: Customizing Pre-trained LLMs to New Preferences with Forgetting Mitigation. - Yi-Chen Li 001; Fuxiang Zhang; Wenjie Qiu 005; Lei Yuan 005; Chengxing Jia; Zongzhang Zhang; Yang Yu 001; Bo An 001 (ICLR, 2025)

Constraining an Unconstrained Multi-agent Policy with offline data. - Cong Guan; Tao Jiang; Yi-Chen Li 001; Zongzhang Zhang; Lei Yuan 005; Yang Yu 001 (Neural Networks, 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)

Multiagent Continual Coordination via Progressive Task Contextualization. - Lei Yuan 005; Lihe Li; Ziqian Zhang; Fuxiang Zhang; Cong Guan; Yang Yu 001 (IEEE Trans. Neural Networks Learn. Syst., 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)

Generalist Reward Models: Found Inside Large Language Models. - Yi-Chen Li 001; Tian Xu 003; Yang Yu 001; Xuqin Zhang; Xiong-Hui Chen; Zhongxiang Ling; Ningjing Chao; Lei Yuan 005; Zhi-Hua Zhou (CoRR, 2025)

Generalizable Multi-Modal Adversarial Imitation Learning for Non-Stationary Dynamics. - Yi-Chen Li 001; Ningjing Chao; Zongzhang Zhang; Fuxiang Zhang; Lei Yuan 005; Yang Yu 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)