MAgent: A Many-Agent Reinforcement Learning Platform for Artificial Collective Intelligence. - Lianmin Zheng; Jiacheng Yang; Han Cai; Ming Zhou 006; Weinan Zhang 001; Jun Wang 012; Yong Yu 001 (AAAI, 2018)

Mean Field Multi-Agent Reinforcement Learning. - Yaodong Yang 001; Rui Luo 001; Minne Li; Ming Zhou 006; Weinan Zhang 001; Jun Wang 012 (ICML, 2018)

Factorized Q-Learning for Large-Scale Multi-Agent Systems. - Yong Chen 008; Ming Zhou 006; Ying Wen 001; Yaodong Yang 001; Yufeng Su; Weinan Zhang 001; Dell Zhang; Jun Wang 012; Han Liu (CoRR, 2018)

CoRide: Joint Order Dispatching and Fleet Management for Multi-Scale Ride-Hailing Platforms. - Jiarui Jin; Ming Zhou 006; Weinan Zhang 001; Minne Li; Zilong Guo; Zhiwei (Tony) Qin; Yan Jiao; Xiaocheng Tang; Chenxi Wang; Jun Wang 012; Guobin Wu 001; Jieping Ye (CIKM, 2019)

Multi-Agent Reinforcement Learning for Order-dispatching via Order-Vehicle Distribution Matching. - Ming Zhou 006; Jiarui Jin; Weinan Zhang 001; Zhiwei (Tony) Qin; Yan Jiao; Chenxi Wang; Guobin Wu 001; Yong Yu 001; Jieping Ye (CIKM, 2019)

Generative adversarial exploration for reinforcement learning. - Weijun Hong; Menghui Zhu; Minghuan Liu; Weinan Zhang 001; Ming Zhou 006; Yong Yu 001; Peng Sun 011 (DAI, 2019)

Factorized Q-learning for large-scale multi-agent systems. - Ming Zhou 006; Yong Chen 008; Ying Wen 001; Yaodong Yang 001; Yufeng Su; Weinan Zhang 001; Dell Zhang; Jun Wang 012 (DAI, 2019)

Signal Instructed Coordination in Team Competition. - Liheng Chen; Hongyi Guo; Haifeng Zhang 002; Fei Fang 001; Yaoming Zhu; Ming Zhou 006; Weinan Zhang 001; Qing Wang; Yong Yu 001 (CoRR, 2019)

SMARTS: An Open-Source Scalable Multi-Agent RL Training School for Autonomous Driving. - Ming Zhou 006; Jun Luo 009; Julian Villela; Yaodong Yang 002; David Rusu; Jiayu Miao; Weinan Zhang 001; Montgomery Alban; Iman Fadakar; Zheng Chen; Chongxi Huang; Ying Wen 001; et al. (CoRL, 2020)

Multi-Agent Interactions Modeling with Correlated Policies. - Minghuan Liu; Ming Zhou 006; Weinan Zhang 001; Yuzheng Zhuang; Jun Wang 012; Wulong Liu; Yong Yu 001 (ICLR, 2020)

SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving. - Ming Zhou 006; Jun Luo 009; Julian Villela; Yaodong Yang 002; David Rusu; Jiayu Miao; Weinan Zhang 001; Montgomery Alban; Iman Fadakar; Zheng Chen; Aurora Chongxi Huang; Ying Wen 001; et al. (CoRR, 2020)

Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts. - Weinan Zhang 001; Xihuai Wang; Jian Shen 003; Ming Zhou 006 (IJCAI, 2021)

MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. - Ming Zhou 006; Ziyu Wan; Hanjing Wang; Muning Wen; Runzhe Wu; Ying Wen 001; Yaodong Yang 001; Weinan Zhang 001; Jun Wang 012 (CoRR, 2021)

Promoting Quality and Diversity in Population-based Reinforcement Learning via Hierarchical Trajectory Space Exploration. - Jiayu Miao; Tianze Zhou; Kun Shao; Ming Zhou 006; Weinan Zhang 001; Jianye Hao; Yong Yu 001; Jun Wang 012 (ICRA, 2022)

Efficient Policy Space Response Oracles. - Ming Zhou 006; Jingxiao Chen; Ying Wen 001; Weinan Zhang 001; Yaodong Yang 001; Yong Yu 001 (CoRR, 2022)

On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective. - Ying Wen 001; Ziyu Wan; Ming Zhou 006; Shufang Hou; Zhe Cao; Chenyang Le; Jingxiao Chen; Zheng Tian 002; Weinan Zhang 001; Jun Wang 012 (CoRR, 2022)

MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. - Ming Zhou 006; Ziyu Wan; Hanjing Wang; Muning Wen; Runzhe Wu; Ying Wen 001; Yaodong Yang 001; Yong Yu 001; Jun Wang 012; Weinan Zhang 001 (J. Mach. Learn. Res., 2023)