2024 Human-AI Collaboration Mutual Theory of Mind in Human-AI Collaboration: An Empirical Study with LLM-driven AI Agents in a Real-time Shared Workspace Task Shao Zhang*, Xihuai Wang*, Wenhao Zhang, Yongshan Chen, Landi Gao, Dakuo Wang, Weinan Zhang, Xinbing Wang, and Ying Wen Under Review., 2024 PDF MARL Generalization ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination Xihuai Wang, Shao Zhang, Wenhao Zhang, Wentao Dong, Jingxiao Chen, Ying Wen, and Weinan Zhang 38th NeurIPS Dataset and Benchmark Track, 2024 PDF Code 2023 MARL Efficiency Order Matters: Agent-by-agent Policy Optimization Xihuai Wang, Zheng Tian, Ziyu Wan, Ying Wen, Jun Wang, and Weinan Zhang 11th ICLR, 2023 PDF Code 2022 MARL Efficiency Model-based Multi-agent Reinforcement Learning: Recent Progress and Prospects Xihuai Wang, Zhicheng Zhang, and Weinan Zhang ArXiv, 2022 PDF 2021 MARL Efficiency Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts Weinan Zhang, Xihuai Wang, Jian Shen, and Ming Zhou 30th IJCAI, 2021 PDF Code