Muning Wen - RankMe

44 papers A* 9A 2Journal 32Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory. CoRR Shengtao Zhang, Jiaqian Wang, Ruiwen Zhou, Junwei Liao, Yuchen Feng, Weinan Zhang, Ying Wen, Zhiyu Li, Feiyu Xiong, Yutao Qi, Bo Tang, Muning Wen
2026	J	`jnl`	Towards Cold-Start Drafting and Continual Refining: A Value-Driven Memory Approach with Application to NPU Kernel Synthesis. CoRR Yujie Zheng, Zhuo Li, Shengtao Zhang, Hanjing Wang, Junjie Sheng, Jiaqian Wang, Junchi Yan, Weinan Zhang, Ying Wen, Bo Tang, Muning Wen
2026	J	`jnl`	Understanding Agent Scaling in LLM-Based Multi-Agent Systems via Diversity. CoRR Yingxuan Yang, Chengrui Qu, Muning Wen, Laixi Shi, Ying Wen, Weinan Zhang, Adam Wierman, Shangding Gu
2025	J	`jnl`	A Survey of AI Agent Protocols. CoRR Yingxuan Yang, Huacan Chai, Yuanyi Song, Siyuan Qi, Muning Wen, Ning Li, Junwei Liao, Haoyi Hu, Jianghao Lin, Gaowei Chang, Weiwen Liu, Ying Wen, Yong Yu, Weinan Zhang
2025	A*	`conf`	Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation. AAAI Yiwei Shi, Muning Wen, Qi Zhang, Weinan Zhang, Cunjia Liu, Weiru Liu
2025	A	`conf`	Diversity-Aware Self-Paced Data Selection for LLM Fine-Tuning. ECAI Yingxuan Yang, Huayi Wang, Muning Wen, Xiaoyun Mo, Qiuying Peng, Jun Wang, Weinan Zhang
2025	—	`conf`	HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Assistant Scenarios. ACL (Findings) Jun Wang, Jiamu Zhou, Xihuai Wang, Xiaoyun Mo, Haoyu Zhang, Qiqiang Lin, Jincheng Jincheng, Muning Wen, Weinan Zhang, Qiuying Peng
2025	J	`jnl`	Learning Humanoid Standing-up Control across Diverse Postures. CoRR Tao Huang, Junli Ren, Huayi Wang, Zirui Wang, Qingwei Ben, Muning Wen, Xiao Chen, Jianan Li, Jiangmiao Pang
2025	J	`jnl`	MARFT: Multi-Agent Reinforcement Fine-Tuning. CoRR Junwei Liao, Muning Wen, Jun Wang, Weinan Zhang
2025	J	`jnl`	MobileUse: A GUI Agent with Hierarchical Reflection for Autonomous Mobile Operation. CoRR Ning Li, Xiangmou Qu, Jiamu Zhou, Jun Wang, Muning Wen, Kounianhua Du, Xingyu Lou, Qiuying Peng, Weinan Zhang
2025	J	`jnl`	PARL-MT: Learning to Call Functions in Multi-Turn Conversation with Progress Awareness. CoRR Huacan Chai, Zijie Cao, Maolin Ran, Yingxuan Yang, Jianghao Lin, Xin Peng, Hairui Wang, Renjie Ding, Ziyu Wan, Muning Wen, Weiwen Liu, Weinan Zhang, Fei Huang, Ying Wen
2025	A	`conf`	PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning. AAMAS Kun Hu, Muning Wen, Xihuai Wang, Shao Zhang, Yiwei Shi, Minne Li, Minglong Li, Ying Wen
2025	J	`jnl`	PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning. CoRR Kun Hu, Muning Wen, Xihuai Wang, Shao Zhang, Yiwei Shi, Minne Li, Minglong Li, Ying Wen
2025	J	`jnl`	RDHNet: addressing rotational and permutational symmetries in continuous multi-agent systems. Frontiers Comput. Sci. Dongzi Wang, Lilan Huang, Muning Wen, Yuanxi Peng, Minglong Li, Teng Li
2025	A*	`conf`	Robust Function-Calling for On-Device Language Model via Function Masking. ICLR Qiqiang Lin, Muning Wen, Qiuying Peng, Guanyu Nie, Junwei Liao, Jun Wang, Xiaoyun Mo, Jiamu Zhou, Cheng Cheng, Yin Zhao, Weinan Zhang
2025	A*	`conf`	Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning. ICLR Shangding Gu, Laixi Shi, Muning Wen, Ming Jin, Eric Mazumdar, Yuejie Chi, Adam Wierman, Costas J. Spanos
2025	J	`jnl`	Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning. CoRR Shangding Gu, Laixi Shi, Muning Wen, Ming Jin, Eric Mazumdar, Yuejie Chi, Adam Wierman, Costas J. Spanos
2024	A*	`conf`	AlphaZero-Like Tree-Search can Guide Large Language Model Decoding and Training. ICML Ziyu Wan, Xidong Feng, Muning Wen, Stephen Marcus McAleer, Ying Wen, Weinan Zhang, Jun Wang
2024	J	`jnl`	Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation. CoRR Yiwei Shi, Muning Wen, Qi Zhang, Weinan Zhang, Cunjia Liu, Weiru Liu
2024	J	`jnl`	Entropy-Regularized Token-Level Policy Optimization for Large Language Models. CoRR Muning Wen, Cheng Deng, Jun Wang, Weinan Zhang, Ying Wen
2024	J	`jnl`	Hammer: Robust Function-Calling for On-Device Language Models via Function Masking. CoRR Qiqiang Lin, Muning Wen, Qiuying Peng, Guanyu Nie, Junwei Liao, Jun Wang, Xiaoyun Mo, Jiamu Zhou, Cheng Cheng, Yin Zhao, Jun Wang, Weinan Zhang
2024	J	`jnl`	HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios. CoRR Jun Wang, Jiamu Zhou, Muning Wen, Xiaoyun Mo, Haoyu Zhang, Qiqiang Lin, Cheng Jin, Xihuai Wang, Weinan Zhang, Qiuying Peng, Jun Wang
2024	J	`jnl`	OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models. CoRR Jun Wang, Meng Fang, Ziyu Wan, Muning Wen, Jiachen Zhu, Anjie Liu, Ziqin Gong, Yan Song, Lei Chen, Lionel M. Ni, Linyi Yang, Ying Wen, Weinan Zhang
2024	J	`jnl`	P3: A Policy-Driven, Pace-Adaptive, and Diversity-Promoted Framework for Optimizing LLM Training. CoRR Yingxuan Yang, Huayi Wang, Muning Wen, Weinan Zhang
2024	A*	`conf`	Reinforcing LLM Agents via Policy Optimization with Action Decomposition. NeurIPS Muning Wen, Ziyu Wan, Jun Wang, Weinan Zhang, Ying Wen
2024	J	`jnl`	Reinforcing Language Agents via Policy Optimization with Action Decomposition. CoRR Muning Wen, Ziyu Wan, Weinan Zhang, Jun Wang, Ying Wen
2024	J	`jnl`	RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation. Neural Networks Dongzi Wang, Fangwei Zhong, Minglong Li, Muning Wen, Yuanxi Peng, Teng Li, Adam Yang
2024	J	`jnl`	Safe Multiagent Learning With Soft Constrained Policy Optimization in Real Robot Control. IEEE Trans. Ind. Informatics Shangding Gu, Dianye Huang, Muning Wen, Guang Chen, Alois Knoll
2024	A*	`conf`	TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision. SIGIR Ruiwen Zhou, Yingxuan Yang, Muning Wen, Ying Wen, Wenhao Wang, Chunling Xi, Guoqiang Xu, Yong Yu, Weinan Zhang
2024	J	`jnl`	TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision. CoRR Ruiwen Zhou, Yingxuan Yang, Muning Wen, Ying Wen, Wenhao Wang, Chunling Xi, Guoqiang Xu, Yong Yu, Weinan Zhang
2023	J	`jnl`	Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training. CoRR Xidong Feng, Ziyu Wan, Muning Wen, Ying Wen, Weinan Zhang, Jun Wang
2023	J	`jnl`	Large Sequence Models for Sequential Decision-Making: A Survey. CoRR Muning Wen, Runji Lin, Hanjing Wang, Yaodong Yang, Ying Wen, Luo Mai, Jun Wang, Haifeng Zhang, Weinan Zhang
2023	J	`jnl`	Large sequence models for sequential decision-making: a survey. Frontiers Comput. Sci. Muning Wen, Runji Lin, Hanjing Wang, Yaodong Yang, Ying Wen, Luo Mai, Jun Wang, Hai-Feng Zhang, Weinan Zhang
2023	J	`jnl`	MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. J. Mach. Learn. Res. Ming Zhou, Ziyu Wan, Hanjing Wang, Muning Wen, Runzhe Wu, Ying Wen, Yaodong Yang, Yong Yu, Jun Wang, Weinan Zhang
2023	J	`jnl`	Offline Pre-trained Multi-agent Decision Transformer. Mach. Intell. Res. Linghui Meng, Muning Wen, Chenyang Le, Xiyun Li, Dengpeng Xing, Weinan Zhang, Ying Wen, Haifeng Zhang, Jun Wang, Yaodong Yang, Bo Xu
2022	A*	`conf`	Multi-Agent Reinforcement Learning is a Sequence Modeling Problem. NeurIPS Muning Wen, Jakub Grudzien Kuba, Runji Lin, Weinan Zhang, Ying Wen, Jun Wang, Yaodong Yang
2022	J	`jnl`	Multi-Agent Reinforcement Learning is a Sequence Modeling Problem. CoRR Muning Wen, Jakub Grudzien Kuba, Runji Lin, Weinan Zhang, Ying Wen, Jun Wang, Yaodong Yang
2022	A*	`conf`	Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning. ICLR Jakub Grudzien Kuba, Ruiqing Chen, Muning Wen, Ying Wen, Fanglei Sun, Jun Wang, Yaodong Yang
2021	J	`jnl`	MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. CoRR Ming Zhou, Ziyu Wan, Hanjing Wang, Muning Wen, Runzhe Wu, Ying Wen, Yaodong Yang, Weinan Zhang, Jun Wang
2021	J	`jnl`	Multi-Agent Constrained Policy Optimisation. CoRR Shangding Gu, Jakub Grudzien Kuba, Muning Wen, Ruiqing Chen, Ziyan Wang, Zheng Tian, Jun Wang, Alois C. Knoll, Yaodong Yang
2021	J	`jnl`	Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks. CoRR Linghui Meng, Muning Wen, Yaodong Yang, Chenyang Le, Xiyun Li, Weinan Zhang, Ying Wen, Haifeng Zhang, Jun Wang, Bo Xu
2021	A*	`conf`	Settling the Variance of Multi-Agent Policy Gradients. NeurIPS Jakub Grudzien Kuba, Muning Wen, Linghui Meng, Shangding Gu, Haifeng Zhang, David Mguni, Jun Wang, Yaodong Yang
2021	J	`jnl`	Settling the Variance of Multi-Agent Policy Gradients. CoRR Jakub Grudzien Kuba, Muning Wen, Yaodong Yang, Linghui Meng, Shangding Gu, Haifeng Zhang, David Henry Mguni, Jun Wang
2021	J	`jnl`	Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning. CoRR Jakub Grudzien Kuba, Ruiqing Chen, Muning Wen, Ying Wen, Fanglei Sun, Jun Wang, Yaodong Yang