AI Agent

MAPS: Multi-Agent Personality Shaping for Collaborative Reasoning

Jian Zhang, Zhiyuan Wang, Zhangqi Wang, Fangzhi Xu, Qika Lin, Lingling Zhang, Rui Mao, Erik Cambria, Jun Liu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments AAAI 2026

ARAC: Adaptive Regularized Multi-Agent Soft Actor-Critic in Graph-Structured Adversarial Games

Ruochuan Shi, Runyu Lu, Yuanheng Zhu, Dongbin Zhao

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

A Negotiation-Based Multi-Agent Reinforcement Learning Approach for Dynamic Scheduling of Reconfigurable Manufacturing Systems

Manonmani Sekar, Nasim Nezamoddini

机构 * Industrial and Systems Engineering Department, Oakland University（奥克兰大学工业与系统工程系） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title)；planning(abstract)；分类 cs.AI

Optimism as Risk-Seeking in Multi-Agent Reinforcement Learning

Runyu Zhang, Na Li, Asuman Ozdaglar, Jeff Shamma, Gioele Zardini

机构 * Laboratory for Information & Decision Systems, Massachusetts Institute of Technology（信息与决策系统实验室，麻省理工学院） ； Harvard University（哈佛大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

ProST: Progressive Sub-task Training for Pareto-Optimal Multi-agent Systems Using Small Language Models

Biddut Sarker Bijoy, Mohammad Saqib Hasan, Pegah Alipoormolabashi, Avirup Sil, Aruna Balasubramanian, Niranjan Balasubramanian

机构 * Stony Brook University（石溪大学） ； Oracle Applied Science（Oracle应用科学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications

Zike Yuan, Ming Liu, Hui Wang, Bing Qin

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Peng Cheng Laboratory（鹏城实验室） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Bridging the Prototype-Production Gap: A Multi-Agent System for Notebooks Transformation

Hanya Elhashemy, Youssef Lotfy, Yongjian Tang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.SE

ChemBOMAS: Accelerated BO in Chemistry with LLM-Enhanced Multi-Agent System

Dong Han, Zhehong Ai, Pengxiang Cai, Shanya Lu, Jianpeng Chen, Zihao Ye, Shuzhou Sun, Ben Gao, Lingli Ge, Weida Wang, Xiangxin Zhou, Xihui Liu, Mao Su, Wanli Ouyang, Lei Bai, Dongzhan Zhou, Tao Xu, Yuqiang Li, Shufei Zhang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Tongji University（同济大学） ； The University of Hong Kong（香港大学） ； Fudan University（复旦大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Hybrid Training for Enhanced Multi-task Generalization in Multi-agent Reinforcement Learning

Mingliang Zhang, Sichang Su, Chengyang He, Guillaume Sartoretti

机构 * National University of Singapore（新加坡国立大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments NeurIPS 2025 ARLET Workshop

Multi-Agent Craftax: Benchmarking Open-Ended Multi-Agent Reinforcement Learning at the Hyperscale

Bassel Al Omari, Michael Matthews, Alexander Rutherford, Jakob Nicolaus Foerster

机构 * University of Waterloo（滑铁卢大学） ； FLAIR, University of Oxford（牛津大学FLAIR研究所） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

ArchPilot: A Proxy-Guided Multi-Agent Approach for Machine Learning Engineering

Zhuowen Yuan, Tao Liu, Yang Yang, Yang Wang, Feng Qi, Kaushik Rangadurai, Bo Li, Shuang Yang

机构 * Meta Ranking AI Research（Meta 排名人工智能研究） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

OptiMA: A Transaction-Based Framework with Throughput Optimization for Very Complex Multi-Agent Systems

Umut Çalıkyılmaz, Nitin Nayak, Jinghua Groppe, Sven Groppe

机构 * University of Lübeck（吕贝克大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Building Altruistic and Moral AI Agent with Brain-inspired Emotional Empathy Mechanisms

Feifei Zhao, Hui Feng, Haibo Tong, Zhengqiang Han, Erliang Lin, Enmeng Lu, Yinqian Sun, Yi Zeng

机构 * Brain-inspired Cognitive AI Lab, Institute of Automation, Chinese Academy of Sciences, Beijing, China（脑启发认知人工智能实验室，自动化研究所，中国科学院，北京，中国） ； Beijing Key Laboratory of Safe AI and Superalignment, China（北京安全人工智能与超对齐关键实验室，中国） ； Beijing Institute of AI Safety and Governance, China（北京人工智能安全与治理研究所，中国） ； Long-term AI, Beijing, China（长期人工智能，北京，中国） ； School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China（人工智能学院，中国科学院大学，北京，中国） ； School of Humanities, University of Chinese Academy of Sciences, Beijing, China（人文学院，中国科学院大学，北京，中国） ； State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Chinese Academy of Sciences, Shanghai, China（脑认知与脑启发智能技术国家重点实验室，中国科学院，上海，中国） 纠错

专题命中 多智能体 ：agent(title,abstract)；AI agent(title)；multi-agent(abstract)；分类 cs.AI

Comments Accepted by TAFFC

Collaboration Dynamics and Reliability Challenges of Multi-Agent LLM Systems in Finite Element Analysis

Chuan Tian, Yilei Zhang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Towards Realistic Project-Level Code Generation via Multi-Agent Collaboration and Semantic Architecture Modeling

Qianhui Zhao, Li Zhang, Fang Liu, Junhang Cheng, Chengru Wu, Junchen Ai, Qiaoyuanhe Meng, Lichen Zhang, Xiaoli Lian, Shubin Song, Yuanping Guo

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.SE

Decentralized Aerial Manipulation of a Cable-Suspended Load using Multi-Agent Reinforcement Learning

Jack Zeng, Andreu Matoses Gimenez, Eugene Vinitsky, Javier Alonso-Mora, Sihao Sun

机构 * Delft University of Technology（代尔夫特理工大学） ； NYU Tandon School of Engineering（纽约大学坦顿工程学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Journal ref Proceedings of the 9th Conference on Robot Learning, PMLR 305:3850-3868, 2025

From Solo to Symphony: Orchestrating Multi-Agent Collaboration with Single-Agent Demos

Xun Wang, Zhuoran Li, Yanshan Lin, Hai Zhong, Longbo Huang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Controlling Performance and Budget of a Centralized Multi-agent LLM System with Reinforcement Learning

Bowen Jin, TJ Collins, Donghan Yu, Mert Cemri, Shenao Zhang, Mengyu Li, Jay Tang, Tian Qin, Zhiyang Xu, Jiarui Lu, Guoli Yin, Jiawei Han, Zirui Wang

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Apple（苹果公司） ； University of California, Berkeley（加州大学伯克利分校） ； Northwestern University（西北大学） ； Harvard University（哈佛大学） ； Virginia Tech（弗吉尼亚理工大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Comments 14 pages

A Multi-Agent Psychological Simulation System for Human Behavior Modeling

Xiangen Hu, Jiarui Tong, Sheng Xu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Tool-to-Agent Retrieval: Bridging Tools and Agents for Scalable LLM Multi-Agent Systems

Elias Lumer, Faheem Nizar, Anmol Gulati, Pradeep Honaganahalli Basavaraju, Vamse Kumar Subbiah

机构 * PricewaterhouseCoopers U.S.A.（普华永道美国公司） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

H-NeiFi: Non-Invasive and Consensus-Efficient Multi-Agent Opinion Guidance

Shijun Guo, Haoran Xu, Yaming Yang, Ziyu Guan, Wei Zhao, Xinyi Zhang, Yishan Song

机构 * Xidian University（西安电子科技大学） ； SUN YAT-SEN UNIVERSITY（中山大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Urban-MAS: Human-Centered Urban Prediction with LLM-Based Multi-Agent System

Shangyu Lou

机构 * University of California, Santa Barbara \& San Diego State University California USA ； University of California, Santa Barbara \& San Diego State University 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted to The 3rd ACM SIGSPATIAL International Workshop on Advances in Urban AI (UrbanAI'25)

On the Fundamental Limitations of Decentralized Learnable Reward Shaping in Cooperative Multi-Agent Reinforcement Learning

Aditya Akella

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments 8 pages, 5 figures, 2 tables

Modular Task Decomposition and Dynamic Collaboration in Multi-Agent Systems Driven by Large Language Models

Shuaidong Pan, Di Wu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Who Can We Trust? Scope-Aware Video Moment Retrieval with Multi-Agent Conflict

Chaochen Wu, Guan Luo, Meiyun Zuo, Zhitao Fan

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

KVCOMM: Online Cross-context KV-cache Communication for Efficient LLM-based Multi-agent Systems

Hancheng Ye, Zhengqi Gao, Mingyuan Ma, Qinsi Wang, Yuzhe Fu, Ming-Yu Chung, Yueqian Lin, Zhijian Liu, Jianyi Zhang, Danyang Zhuo, Yiran Chen

机构 * Duke University（杜克大学） ； MIT（麻省理工学院） ； NVIDIA（英伟达） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted for publication in NeurIPS2025. Code is available at \url{https://github.com/FastMAS/KVCOMM}

AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction

Song Wang, Zhen Tan, Zihan Chen, Shuang Zhou, Tianlong Chen, Jundong Li

机构 * University of Virginia（弗吉尼亚大学） ； Arizona State University（亚利桑那州立大学） ； University of Minnesota Twin Cities（明尼苏达大学双城分校） ； University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments EMNLP Main 2025

Asynchronous Risk-Aware Multi-Agent Packet Routing for Ultra-Dense LEO Satellite Networks

Ke He, Thang X. Vu, Le He, Lisheng Fan, Symeon Chatzinotas, Bjorn Ottersten

机构 * The Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg（安全、可靠性与信任跨学科研究中心（SnT），卢森堡大学） ； School of Computer Sciense and Cyber Engineering, Guangzhou University（计算机科学与网络工程学院，广州大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Realistic pedestrian-driver interaction modelling using multi-agent RL with human perceptual-motor constraints

Yueyang Wang, Mehmet Dogar, Gustav Markkula

机构 * Institute for Transport Studies（交通研究所在） ； School of Computer Science（计算机科学学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

A General Incentives-Based Framework for Fairness in Multi-agent Resource Allocation

Ashwin Kumar, William Yeoh

机构 * Washington University in St Louis（圣路易斯华盛顿大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI