Muning Wen
- A Survey of AI Agent Protocols
2025/04/23 by Yingxuan Yang, Huacan Chai, Yang, Yingxuan +26 · 17 voices · 26 citations
Computer Science · #Mobile Agent-Based Network Management #cs.AI
- Multi-Agent Reinforcement Learning is a Sequence Modeling Problem
2022/05/30 by Muning Wen, Jakub Grudzien Kuba, Wen, Muning +11 · 2 voices · 27 citations
#cs.MA #cs.LG
- Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training
2023/09/29 by Xidong Feng, Feng, Xidong, Ziyu Wan +10 · 37 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
- Learning Humanoid Standing-up Control across Diverse Postures
2025/02/12 by Tao Huang, Junli Ren, Huang, Tao +16 · 1 voice · 23 citations
Computer Science · Engineering · Health Professions · Medicine · #Artificial Intelligence (cs.AI) #Balance, Gait, and Falls Prevention #FOS: Computer and information sciences #Machine Learning (cs.LG) #Prosthetics and Rehabilitation Robotics #Robotics (cs.RO) #Stroke Rehabilitation and Recovery #cs.AI #cs.LG #cs.RO
- MARFT: Multi-Agent Reinforcement Fine-Tuning
2025/04/21 by Muning Wen, Liao, Junwei, Wen, Muning +4 · 12 citations
Computer Science · #Reinforcement Learning in Robotics #Multi-Agent Systems and Negotiation #Multimodal Machine Learning Applications
- TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision
2024/03/10 by Ruiwen Zhou, Yingxuan Yang, Zhou, Ruiwen +15 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Information Retrieval (cs.IR)
- Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement
2024/02/09 by Muning Wen, Wen, Muning, Cheng Deng +8 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks
2021/12/06 by Linghui Meng, Muning Wen, Meng, Linghui +17 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
- Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning
2025/02/27 by Shangding Gu, Gu, Shangding, Laixi Shi +13 · 6 citations
Computer Science · #Adaptive Dynamic Programming Control #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- MobileUse: A GUI Agent with Hierarchical Reflection for Autonomous Mobile Operation
2025/07/21 by Ning Li, Li, Ning, Xiangmou Qu +15 · 15 citations
Computer Science · #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Mobile Agent-Based Network Management #Multi-Agent Systems and Negotiation #Multiagent Systems (cs.MA) #Robotics (cs.RO)
- HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios
2024/12/21 by Jiamu Zhou, Wang, Jun, Zhou, Jiamu +16 · 3 citations
Computer Science · Engineering · #Computation and Language (cs.CL) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Green IT and Sustainability #Human-Computer Interaction (cs.HC) #Interactive and Immersive Displays
- PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning
2025/02/23 by Kun Hu, Muning Wen, Hu, Kun +13 · 3 citations
Computer Science · #Reinforcement Learning in Robotics
- Large Sequence Models for Sequential Decision-Making: A Survey
2023/06/24 by Muning Wen, Wen, Muning, Runji Lin +15 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
- Reinforcing Language Agents via Policy Optimization with Action Decomposition
2024/05/23 by Muning Wen, Wen, Muning, Ziyu Wan +7 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling