Settling the Variance of Multi-Agent Policy Gradients. - Jakub Grudzien Kuba; Muning Wen; Linghui Meng 001; Shangding Gu; Haifeng Zhang 002; David Mguni; Jun Wang 012; Yaodong Yang 001 (NeurIPS, 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)

Multi-Agent Constrained Policy Optimisation. - Shangding Gu; Jakub Grudzien Kuba; Muning Wen; Ruiqing Chen; Ziyan Wang; Zheng Tian 002; Jun Wang 012; Alois C. Knoll; Yaodong Yang 001 (CoRR, 2021)

Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks. - Linghui Meng 001; Muning Wen; Yaodong Yang 001; Chenyang Le; Xiyun Li; Weinan Zhang 001; Ying Wen 001; Haifeng Zhang 002; Jun Wang 012; Bo Xu 002 (CoRR, 2021)

Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning. - Jakub Grudzien Kuba; Ruiqing Chen; Muning Wen; Ying Wen 001; Fanglei Sun; Jun Wang 012; Yaodong Yang 001 (ICLR, 2022)

Multi-Agent Reinforcement Learning is a Sequence Modeling Problem. - Muning Wen; Jakub Grudzien Kuba; Runji Lin; Weinan Zhang 001; Ying Wen 001; Jun Wang 012; Yaodong Yang 001 (NeurIPS, 2022)

Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training. - Xidong Feng; Ziyu Wan; Muning Wen; Ying Wen 001; Weinan Zhang 001; Jun Wang 012 (CoRR, 2023)

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)

Offline Pre-trained Multi-agent Decision Transformer. - Linghui Meng 001; Muning Wen; Chenyang Le; Xiyun Li; Dengpeng Xing; Weinan Zhang 001; Ying Wen 001; Haifeng Zhang 002; Jun Wang 012; Yaodong Yang 001; Bo Xu 002 (Mach. Intell. Res., 2023)

Large sequence models for sequential decision-making: a survey. - Muning Wen; Runji Lin; Hanjing Wang; Yaodong Yang 001; Ying Wen 001; Luo Mai; Jun Wang 012; Hai-Feng Zhang 002; Weinan Zhang 001 (Frontiers Comput. Sci., 2023)

AlphaZero-Like Tree-Search can Guide Large Language Model Decoding and Training. - Ziyu Wan; Xidong Feng; Muning Wen; Stephen Marcus McAleer; Ying Wen 001; Weinan Zhang 001; Jun Wang 012 (ICML, 2024)

Reinforcing LLM Agents via Policy Optimization with Action Decomposition. - Muning Wen; Ziyu Wan; Jun Wang 012; Weinan Zhang 001; Ying Wen 001 (NeurIPS, 2024)

TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision. - Ruiwen Zhou; Yingxuan Yang; Muning Wen; Ying Wen 001; Wenhao Wang; Chunling Xi; Guoqiang Xu; Yong Yu 001; Weinan Zhang 001 (SIGIR, 2024)

Entropy-Regularized Token-Level Policy Optimization for Large Language Models. - Muning Wen; Cheng Deng; Jun Wang 012; Weinan Zhang 001; Ying Wen 001 (CoRR, 2024)

Reinforcing Language Agents via Policy Optimization with Action Decomposition. - Muning Wen; Ziyu Wan; Weinan Zhang 001; Jun Wang 012; Ying Wen 001 (CoRR, 2024)

P3: A Policy-Driven, Pace-Adaptive, and Diversity-Promoted Framework for Optimizing LLM Training. - Yingxuan Yang; Huayi Wang; Muning Wen; Weinan Zhang 001 (CoRR, 2024)

Hammer: Robust Function-Calling for On-Device Language Models via Function Masking. - Qiqiang Lin; Muning Wen; Qiuying Peng; Guanyu Nie; Junwei Liao; Jun Wang 152; Xiaoyun Mo; Jiamu Zhou; Cheng Cheng; Yin Zhao; Jun Wang 020; Weinan Zhang 001 (CoRR, 2024)

OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models. - Jun Wang 012; Meng Fang; Ziyu Wan; Muning Wen; Jiachen Zhu 001; Anjie Liu; Ziqin Gong; Yan Song 003; Lei Chen 002; Lionel M. Ni; Linyi Yang; Ying Wen 001; et al. (CoRR, 2024)

HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios. - Jun Wang 152; Jiamu Zhou; Muning Wen; Xiaoyun Mo; Haoyu Zhang; Qiqiang Lin; Cheng Jin; Xihuai Wang; Weinan Zhang 001; Qiuying Peng; Jun Wang 020 (CoRR, 2024)

RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation. - Dongzi Wang; Fangwei Zhong; Minglong Li; Muning Wen; Yuanxi Peng; Teng Li 011; Adam Yang 001 (Neural Networks, 2024)

Safe Multiagent Learning With Soft Constrained Policy Optimization in Real Robot Control. - Shangding Gu; Dianye Huang; Muning Wen; Guang Chen 001; Alois Knoll (IEEE Trans. Ind. Informatics, 2024)

Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation. - Yiwei Shi; Muning Wen; Qi Zhang; Weinan Zhang 001; Cunjia Liu; Weiru Liu (AAAI, 2025)

HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Assistant Scenarios. - Jun Wang; Jiamu Zhou; Xihuai Wang; Xiaoyun Mo; Haoyu Zhang; Qiqiang Lin; Jincheng Jincheng; Muning Wen; Weinan Zhang 001; Qiuying Peng (ACL (Findings), 2025)

Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning. - Shangding Gu; Laixi Shi; Muning Wen; Ming Jin 002; Eric Mazumdar; Yuejie Chi; Adam Wierman; Costas J. Spanos (ICLR, 2025)

Robust Function-Calling for On-Device Language Model via Function Masking. - Qiqiang Lin; Muning Wen; Qiuying Peng; Guanyu Nie; Junwei Liao; Jun Wang 012; Xiaoyun Mo; Jiamu Zhou; Cheng Cheng; Yin Zhao; Jun Wang 012; Weinan Zhang 001 (ICLR, 2025)

PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning. - Kun Hu; Muning Wen; Xihuai Wang; Shao Zhang; Yiwei Shi; Minne Li; Minglong Li; Ying Wen 001 (AAMAS, 2025)

Learning Humanoid Standing-up Control across Diverse Postures. - Tao Huang; Junli Ren; Huayi Wang; Zirui Wang; Qingwei Ben; Muning Wen; Xiao Chen; Jianan Li; Jiangmiao Pang (CoRR, 2025)

MARFT: Multi-Agent Reinforcement Fine-Tuning. - Junwei Liao; Muning Wen; Jun Wang; Weinan Zhang 001 (CoRR, 2025)

A Survey of AI Agent Protocols. - Yingxuan Yang; Huacan Chai; Yuanyi Song; Siyuan Qi; Muning Wen; Ning Li 029; Junwei Liao; Haoyi Hu; Jianghao Lin; Gaowei Chang; Weiwen Liu; Ying Wen 001; et al. (CoRR, 2025)

MobileUse: A GUI Agent with Hierarchical Reflection for Autonomous Mobile Operation. - Ning Li 029; Xiangmou Qu; Jiamu Zhou; Jun Wang 012; Muning Wen; Kounianhua Du; Xingyu Lou; Qiuying Peng; Jun Wang 012; Weinan Zhang 001 (CoRR, 2025)

RDHNet: addressing rotational and permutational symmetries in continuous multi-agent systems. - Dongzi Wang; Lilan Huang; Muning Wen; Yuanxi Peng; Minglong Li; Teng Li 011 (Frontiers Comput. Sci., 2025)