AI Agent

Advancing AI-Scientist Understanding: Multi-Agent LLMs with Interpretable Physics Reasoning

Yinggan Xu, Hana Kimlee, Yijia Xiao, Di Luo

机构 * NSF Center for Quantum Network（NSF量子网络中心） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

Comments ICML 2025 Workshop on MAS

DM$^2$: Decentralized Multi-Agent Reinforcement Learning for Distribution Matching

Caroline Wang, Ishan Durugkar, Elad Liebman, Peter Stone

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

Journal ref Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023), Article 1313, Pages 11699 - 11707

DevNous: An LLM-Based Multi-Agent System for Grounding IT Project Management in Unstructured Conversation

Stavros Doropoulos, Stavros Vologiannidis, Ioannis Magnisalis

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

RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory

Jun Liu, Zhenglun Kong, Changdi Yang, Fan Yang, Tianqi Li, Peiyan Dong, Joannah Nanjekye, Hao Tang, Geng Yuan, Wei Niu, Wenbin Zhang, Pu Zhao, Xue Lin, Dong Huang, Yanzhi Wang

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

DynaSwarm: Dynamically Graph Structure Selection for LLM-based Multi-agent System

Hui Yi Leong, Yuqing Wu

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

Comments content error

Consensus-based Decentralized Multi-agent Reinforcement Learning for Random Access Network Optimization

Myeung Suk Oh, Zhiyao Zhang, FNU Hairi, Alvaro Velasquez, Jia Liu

机构 * The Ohio State University（俄亥俄州立大学） ； University of Wisconsin-Whitewater（威斯康星大学-惠特ewater分校） ； University of Colorado Boulder（科罗拉多大学博尔德分校） 纠错

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

Comments This paper has been accepted in ACM International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc) 2025

MASteer: Multi-Agent Adaptive Steer Strategy for End-to-End LLM Trustworthiness Repair

Changqing Li, Tianlin Li, Xiaohan Zhang, Aishan Liu, Li Pan

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

PANAMA: A Network-Aware MARL Framework for Multi-Agent Path Finding in Digital Twin Ecosystems

Arman Dogru, R. Irem Bor-Yaliniz, Nimal Gamini Senarath

机构 * Huawei Canada Advanced Research Center（华为加拿大高级研究中心） 纠错

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

MAATS: A Multi-Agent Automated Translation System Based on MQM Evaluation

George Wang, Jiaqian Hu, Safinah Ali

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

ConfAgents: A Conformal-Guided Multi-Agent Framework for Cost-Efficient Medical Diagnosis

Huiya Zhao, Yinghao Zhu, Zixiang Wang, Yasha Wang, Junyi Gao, Liantao Ma

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

Comments Code: https://github.com/PKU-AICare/ConfAgents

Optimizing LLM-Based Multi-Agent System with Textual Feedback: A Case Study on Software Development

Ming Shen, Raphael Shu, Anurag Pratik, James Gung, Yubin Ge, Monica Sunkara, Yi Zhang

机构 * Arizona State University（亚利桑那州立大学） ； Amazon Web Services（亚马逊网络服务） 纠错

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

Advancing Multi-Organ Disease Care: A Hierarchical Multi-Agent Reinforcement Learning Framework

Daniel J. Tan, Qianyi Xu, Kay Choong See, Dilruk Perera, Mengling Feng

机构 * National University of Singapore（新加坡国立大学） 纠错

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

Emergence of Fair Leaders via Mediators in Multi-Agent Reinforcement Learning

Akshay Dodwadmath, Setareh Maghsudi

机构 * Ruhr University Bochum, Germany（波恩鲁尔大学） 纠错

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

Comments Accepted to ECAI 2025

ReCoDe: Reinforcement Learning-based Dynamic Constraint Design for Multi-Agent Coordination

Michael Amir, Guang Yang, Zhan Gao, Keisuke Okumura, Heedo Woo, Amanda Prorok

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

Comments To appear in CoRL 2025

Toward the Autonomous AI Doctor: Quantitative Benchmarking of an Autonomous Agentic AI Versus Board-Certified Clinicians in a Real World Setting

Hashim Hayat, Maksim Kudrautsau, Evgeniy Makarov, Vlad Melnichenko, Tim Tsykunou, Piotr Varaksin, Matt Pavelle, Adam Z. Oskowitz

专题命中 多智能体 ：autonomous agent(title)；agentic(title)；agent(abstract)；multi-agent(abstract)

EducationQ: Evaluating LLMs' Teaching Capabilities Through Multi-Agent Dialogue Framework

Yao Shi, Rongkeng Liang, Yong Xu

机构 * South China University of Technology（华南理工大学） ； Education Innovation Research Institute of Guangdong（广东教育创新研究院） 纠错

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

Comments Paper URL: https://aclanthology.org/2025.acl-long.1576 ;Presentation Video: https://www.youtube.com/watch?v=j63ooKE50I0

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (2025) 32799-32828

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration

Ruiyin Li, Yiran Zhang, Xiyu Zhou, Peng Liang, Weisong Sun, Jifeng Xuan, Zhi Jin, Yang Liu

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments 23 pages, 8 images, 1 table, Manuscript submitted to a journal (2025)

Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning

Prithvi Poddar, Ehsan Tarkesh Esfahani, Karthik Dantu, Souma Chowdhury

机构 * Department of Mechanical and Aerospace Engineering, University at Buffalo（机械与航空航天工程系，布法罗大学） ； Department of Computer Science and Engineering, University at Buffalo（计算机科学与工程系，布法罗大学） 纠错

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

Comments Accepted for presentation in proceedings of IEEE CASE 2025

Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning via Incorporating Generalized Human Expertise

Xuefei Wu, Xiao Yin, Yuanyang Zhu, Chunlin Chen

机构 * Department of Control Science and Intelligent Engineering, School of Management and Engineering, Nanjing University（控制科学与智能工程系，管理与工程学院，南京大学） ； Laboratory of Data Intelligence and Interdisciplinary Innovation, School of Information Management, Nanjing University（数据智能与跨学科创新实验室，信息管理学院，南京大学） 纠错

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

Comments IEEE International Conference on Systems, Man, and Cybernetics

When Autonomy Goes Rogue: Preparing for Risks of Multi-Agent Collusion in Social Systems

Qibing Ren, Sitao Xie, Longxuan Wei, Zhenfei Yin, Junchi Yan, Lizhuang Ma, Jing Shao

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

Comments Code is available at https://github.com/renqibing/MultiAgent4Collusion

JAM: Keypoint-Guided Joint Prediction after Classification-Aware Marginal Proposal for Multi-Agent Interaction

Fangze Lin, Ying He, Fei Yu, Hong Zhang

机构 * College of Computer Science and Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院） ； Carleton University（卡尔顿大学） ； Shenzhen Key Laboratory of Robotics and Computer Vision, SUSTech（深圳机器人与计算机视觉重点实验室，华南理工大学） 纠错

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

Comments IROS 2025 Accepted

Red-Team Multi-Agent Reinforcement Learning for Emergency Braking Scenario

Yinsong Chen, Kaifeng Wang, Xiaoqiang Meng, Xueyuan Li, Zirui Li, Xin Gao

机构 * School of Mechanical Engineering Beijing Institute of Technology Beijing, China（机械工程学院 北京理工大学 北京中国） 纠错

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

BLAST: A Stealthy Backdoor Leverage Attack against Cooperative Multi-Agent Deep Reinforcement Learning based Systems

Jing Fang, Saihao Yan, Xueyu Yin, Yinbo Yu, Chunwei Tian, Jiajia Liu

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

Comments 12. arXiv admin note: substantial text overlap with arXiv:2409.07775

Collaboration Promotes Group Resilience in Multi-Agent RL

Ilai Shraga, Guy Azran, Matthias Gerstgrasser, Ofir Abu, Jeffrey S. Rosenschein, Sarah Keren

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

Comments RLC 2025

MATE: LLM-Powered Multi-Agent Translation Environment for Accessibility Applications

Aleksandr Algazinov, Matt Laing, Paul Laban

机构 * Tsinghua University（清华大学） 纠错

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

Trajectory Imputation in Multi-Agent Sports with Derivative-Accumulating Self-Ensemble

Han-Jun Choi, Hyunsung Kim, Minho Lee, Minchul Jeong, Chang-Jo Kim, Jinsung Yoon, Sang-Ki Ko

机构 * KETI（韩国KETI） ； KAIST（韩国成均馆大学） ； Fitogether Inc.（Fitogether公司） ； Saarland University（萨尔兰大学） ； Weflo Inc.（Weflo公司） ； University of Seoul（首尔大学） 纠错

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

Comments Accepted at ECML/PKDD 2025

Finding Common Ground: Using Large Language Models to Detect Agreement in Multi-Agent Decision Conferences

Selina Heller, Mohamed Ibrahim, David Antony Selby, Sebastian Vollmer

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

Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning

Xin Tang, Qian Chen, Wenjie Weng, Chao Jin, Zhang Liu, Jiacheng Wang, Geng Sun, Xiaohuan Li, Dusit Niyato

机构 * Guangxi University Key Laboratory of Intelligent Networking and Scenario System (School of Information and Communication, Guilin University of Electronic Technology(GUET))（广西智能网络与场景系统重点实验室（信息与通信学院，桂林电子科技大学）） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院） ； School of Architecture and Transportation Engineering, GUET（建筑与交通运输工程学院，GUET） ； National Engineering Laboratory for Comprehensive Transportation Big Data Application Technology (Guangxi)（综合交通运输大数据应用技术国家工程实验室（广西）） ； Department of Informatics and Communication Engineering, Xiamen University（信息与通信工程系，厦门大学） ； College of Computer Science and Technology, Jilin University（计算机科学与技术学院，吉林大学） ； Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University（教育部符号计算与知识工程重点实验室，吉林大学） 纠错

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

MIND: A Multi-agent Framework for Zero-shot Harmful Meme Detection

Ziyan Liu, Chunxiao Fan, Haoran Lou, Yuexin Wu, Kaiwei Deng

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

Comments ACL 2025

AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework

Meihao Fan, Ju Fan, Nan Tang, Lei Cao, Guoliang Li, Xiaoyong Du

机构 * Renmin University of China（中国人民大学） ； University of Arizona（亚利桑那大学） ； Tsinghua University（清华大学） 纠错

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