Learning to Coordinate via Multiple Graph Neural Networks. - Zhiwei Xu 005; Bin Zhang 052; Yunpeng Bai; Dapeng Li 001; Guoliang Fan (ICONIP (3), 2021)

MMD-MIX: Value Function Factorisation with Maximum Mean Discrepancy for Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Dapeng Li 001; Yunpeng Bai; Guoliang Fan (IJCNN, 2021)

SIDE: I Infer the State I Want to Learn. - Zhiwei Xu 005; Yunpeng Bai; Dapeng Li 001; Bin Zhang 052; Guoliang Fan (CoRR, 2021)

SIDE: State Inference for Partially Observable Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Yunpeng Bai; Dapeng Li 001; Bin Zhang 052; Guoliang Fan (AAMAS, 2022)

Learn Effective Representation for Deep Reinforcement Learning. - Yuan Zhan; Zhiwei Xu 005; Guoliang Fan (ICME, 2022)

Multi-Agent Hyper-Attention Policy Optimization. - Bin Zhang 052; Zhiwei Xu 005; Yiqun Chen 004; Dapeng Li 001; Yunpeng Bai; Guoliang Fan; Lijuan Li 002 (ICONIP (1), 2022)

Efficient Policy Generation in Multi-agent Systems via Hypergraph Neural Network. - Bin Zhang 052; Yunpeng Bai; Zhiwei Xu 005; Dapeng Li 001; Guoliang Fan (ICONIP (2), 2022)

Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Dapeng Li 001; Bin Zhang 052; Yuan Zhan; Yunpeng Bai; Guoliang Fan (NeurIPS, 2022)

Efficient Cooperation Strategy Generation in Multi-Agent Video Games via Hypergraph Neural Network. - Bin Zhang 052; Yunpeng Bai; Zhiwei Xu 005; Dapeng Li 001; Guoliang Fan (CoRR, 2022)

Consensus Learning for Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Bin Zhang 052; Dapeng Li 001; Zeren Zhang; Guangchong Zhou; Guoliang Fan (CoRR, 2022)

Consensus Learning for Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Bin Zhang 052; Dapeng Li 001; Zeren Zhang; Guangchong Zhou; Hao Chen 103; Guoliang Fan (AAAI, 2023)

HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism. - Zhiwei Xu 005; Yunpeng Bai; Bin Zhang 052; Dapeng Li 001; Guoliang Fan (AAAI, 2023)

Mastering Complex Coordination Through Attention-Based Dynamic Graph. - Guangchong Zhou; Zhiwei Xu 005; Zeren Zhang; Guoliang Fan (ICONIP (1), 2023)

SORA: Improving Multi-agent Cooperation with a Soft Role Assignment Mechanism. - Guangchong Zhou; Zhiwei Xu 005; Zeren Zhang; Guoliang Fan (ICONIP (1), 2023)

Inducing Stackelberg Equilibrium through Spatio-Temporal Sequential Decision-Making in Multi-Agent Reinforcement Learning. - Bin Zhang 052; Lijuan Li 002; Zhiwei Xu 005; Dapeng Li 001; Guoliang Fan (IJCAI, 2023)

SEA: A Spatially Explicit Architecture for Multi-Agent Reinforcement Learning. - Dapeng Li 001; Zhiwei Xu 005; Bin Zhang 052; Guoliang Fan (IJCNN, 2023)

Dual Self-Awareness Value Decomposition Framework without Individual Global Max for Cooperative MARL. - Zhiwei Xu 005; Bin Zhang 052; Dapeng Li 001; Guangchong Zhou; Zeren Zhang; Guoliang Fan (NeurIPS, 2023)

Dual Self-Awareness Value Decomposition Framework without Individual Global Max for Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Bin Zhang 052; Dapeng Li 001; Guangchong Zhou; Zeren Zhang; Guoliang Fan (CoRR, 2023)

Style Miner: Find Significant and Stable Explanatory Factors in Time Series with Constrained Reinforcement Learning. - Dapeng Li 001; Feiyang Pan; Jia He 001; Zhiwei Xu 005; Dandan Tu; Guoliang Fan (CoRR, 2023)

From Explicit Communication to Tacit Cooperation: A Novel Paradigm for Cooperative MARL. - Dapeng Li 001; Zhiwei Xu 005; Bin Zhang 052; Guoliang Fan (CoRR, 2023)

Stackelberg Decision Transformer for Asynchronous Action Coordination in Multi-Agent Systems. - Bin Zhang 052; Hangyu Mao; Lijuan Li 002; Zhiwei Xu 005; Dapeng Li 001; Rui Zhao 001; Guoliang Fan (CoRR, 2023)

TPTU: Task Planning and Tool Usage of Large Language Model-based AI Agents. - Jingqing Ruan; Yihong Chen; Bin Zhang 052; Zhiwei Xu 005; Tianpeng Bao; Guoqing Du; Shiwei Shi; Hangyu Mao; Xingyu Zeng; Rui Zhao 001 (CoRR, 2023)

Controlling Large Language Model-based Agents for Large-Scale Decision-Making: An Actor-Critic Approach. - Bin Zhang 052; Hangyu Mao; Jingqing Ruan; Ying Wen 001; Yang Li 116; Shao Zhang; Zhiwei Xu 005; Dapeng Li 001; Ziyue Li 002; Rui Zhao 001; Lijuan Li 002; Guoliang Fan (CoRR, 2023)

From Explicit Communication to Tacit Cooperation: A Novel Paradigm for Cooperative MARL. - Dapeng Li 001; Zhiwei Xu 005; Bin Zhang 052; Guangchong Zhou; Zeren Zhang; Guoliang Fan (AAMAS, 2024)

PDiT: Interleaving Perception and Decision-making Transformers for Deep Reinforcement Learning. - Hangyu Mao; Rui Zhao 001; Ziyue Li 002; Zhiwei Xu 005; Hao Chen 103; Yiqun Chen 004; Bin Zhang 052; Zhen Xiao; Junge Zhang; Jiangjin Yin (AAMAS, 2024)

Adaptive Parameter Sharing for Multi-Agent Reinforcement Learning. - Dapeng Li 001; Na Lou; Bin Zhang 052; Zhiwei Xu 005; Guoliang Fan (ICASSP, 2024)

Sequential Asynchronous Action Coordination in Multi-Agent Systems: A Stackelberg Decision Transformer Approach. - Bin Zhang 052; Hangyu Mao; Lijuan Li 002; Zhiwei Xu 005; Dapeng Li 001; Rui Zhao 001; Guoliang Fan (ICML, 2024)

Style Miner: Find Significant and Stable Factors in Time Series with Constrained Reinforcement Learning. - Dapeng Li 001; Feiyang Pan; Jia He 001; Zhiwei Xu 005; Dandan Tu; Guoliang Fan (ICONIP (6), 2024)

Decentralized Extension for Centralized Multi-Agent Reinforcement Learning via Online Distillation. - Zeren Zhang; Bin Zhang 052; Guangchong Zhou; Dapeng Li 001; Zhiwei Xu 005; Guoliang Fan (ICONIP (3), 2024)

Verco: Learning Coordinated Verbal Communication for Multi-agent Reinforcement Learning. - Dapeng Li 001; Hang Dong 004; Lu Wang 029; Bo Qiao 001; Si Qin; Qingwei Lin; Dongmei Zhang 001; Qi Zhang 066; Zhiwei Xu 005; Bin Zhang 052; Guoliang Fan (CoRR, 2024)

Beyond Local Views: Global State Inference with Diffusion Models for Cooperative Multi-Agent Reinforcement Learning. - Zhiwei Xu 005; Hangyu Mao; Nianmin Zhang; Xin Xin 003; Pengjie Ren; Dapeng Li 001; Bin Zhang 052; Guoliang Fan; Zhumin Chen; Changwei Wang 001; Jiangjin Yin (CoRR, 2024)

Focus on Local: Finding Reliable Discriminative Regions for Visual Place Recognition. - Changwei Wang 001; Shunpeng Chen; Yukun Song; Rongtao Xu; Zherui Zhang; Jiguang Zhang; Haoran Yang; Yu Zhang 133; Kexue Fu 001; Shide Du; Zhiwei Xu 005; Longxiang Gao; et al. (AAAI, 2025)

Efficient Communication in Multi-Agent Reinforcement Learning with Implicit Consensus Generation. - Dapeng Li 001; Na Lou; Zhiwei Xu 005; Bin Zhang 052; Guoliang Fan (AAAI, 2025)

Unveiling Decision Intention for Cooperative Multi-Agent Reinforcement Learning. - Zeren Zhang; Zhiwei Xu 005; Guangchong Zhou; Dapeng Li 001; Bin Zhang 052; Guoliang Fan (AAMAS, 2025)

NGENT: Next-Generation AI Agents Must Integrate Multi-Domain Abilities to Achieve Artificial General Intelligence. - Zhicong Li; Hangyu Mao; Jiangjin Yin; Mingzhe Xing; Zhiwei Xu 005; Yuanxing Zhang; Yang Xiao (CoRR, 2025)

Graph of Verification: Structured Verification of LLM Reasoning with Directed Acyclic Graphs. - Jiwei Fang; Bin Zhang 052; Changwei Wang 001; Jin Wan; Zhiwei Xu 005 (CoRR, 2025)