AI Agent

Can Agents Judge Systematic Reviews Like Humans? Evaluating SLRs with LLM-based Multi-Agent System

Abdullah Mushtaq, Muhammad Rafay Naeem, Ibrahim Ghaznavi, Alaa Abd-alrazaq, Aliya Tabassum, Junaid Qadir

机构 * Department of Computer Science（计算机科学系） ； Information Technology University（信息技术大学） ； AI Center for Precision Health（精准健康人工智能中心） ； Weill Cornell Medicine–Qatar（韦尔·科恩医学中心–卡塔尔） ； Computer Science and Engineering Department（计算机科学与工程系） 纠错

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

Towards Transparent and Incentive-Compatible Collaboration in Decentralized LLM Multi-Agent Systems: A Blockchain-Driven Approach

Minfeng Qi, Tianqing Zhu, Lefeng Zhang, Ningran Li, Wanlei Zhou

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

Comments 17 pages, 7 figures

A Large Language Model-based multi-agent manufacturing system for intelligent shopfloor

Zhen Zhao, Dunbing Tang, Changchun Liu, Liping Wang, Zequn Zhang, Haihua Zhu, Kai Chen, Qingwei Nie, Yuchen Ji

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

Journal ref Zhao Z, Tang D, Liu C, et al. A Large language model-based multi-agent manufacturing system for intelligent shopfloors[J]. Advanced Engineering Informatics, 2026, 69: 103888

Enhancing Clinical Decision-Making: Integrating Multi-Agent Systems with Ethical AI Governance

Ying-Jung Chen, Ahmad Albarqawi, Chi-Sheng Chen

机构 * College of Computing（计算学院） ； Georgia Institute of Technology（佐治亚理工学院） ； University of Illinois（伊利诺伊大学） ； Neuro Industry Research（神经产业研究） ； Neuro Industry, Inc.（神经产业公司） 纠错

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

AgentMaster: A Multi-Agent Conversational Framework Using A2A and MCP Protocols for Multimodal Information Retrieval and Analysis

Callie C. Liao, Duoduo Liao, Sai Surya Gadiraju

机构 * Stanford University（斯坦福大学） ； George Mason University（乔治·马歇尔大学） 纠错

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

Comments Accepted by EMNLP 2025

Strategic Coordination for Evolving Multi-agent Systems: A Hierarchical Reinforcement and Collective Learning Approach

Chuhao Qin, Evangelos Pournaras

机构 * School of Computer Science, University of Leeds, UK（计算机科学学院，莱斯特大学） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements

Petros Raptopoulos, Giorgos Filandrianos, Maria Lymperaiou, Giorgos Stamou

机构 * School of Electrical and Computer Engineering, AILS Laboratory, National Technical University of Athens（电气与计算机工程学院，AILS实验室，国家技术大学雅典） ； Instituto de Telecomunicações（电信研究所） 纠错

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

Comments Accepted at EMNLP 2025

FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis

Tianshi Cai, Guanxu Li, Nijia Han, Ce Huang, Zimu Wang, Changyu Zeng, Yuqi Wang, Jingshi Zhou, Haiyang Zhang, Qi Chen, Yushan Pan, Shuihua Wang, Wei Wang

机构 * School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China（先进技术学院，西安交通大学利物浦大学，苏州，中国） ； School of Science, Xi’an Jiaotong-Liverpool University, Suzhou, China（科学学院，西安交通大学利物浦大学，苏州，中国） ； School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, Suzhou, China（人工智能与高级计算学院，西安交通大学利物浦大学，苏州，中国） ； Shanghai Jiao Tong University, Shanghai, China（上海交通大学，上海，中国） 纠错

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

Comments Accepted at FinNLP@EMNLP 2025. Camera-ready version

SFT-TA: Supervised Fine-Tuned Agents in Multi-Agent LLMs for Automated Inductive Thematic Analysis

Seungjun Yi, Joakim Nguyen, Huimin Xu, Terence Lim, Joseph Skrovan, Mehak Beri, Hitakshi Modi, Andrew Well, Liu Leqi, Mia Markey, Ying Ding

机构 * University of Texas at Austin（德克萨斯大学） ； Vanderbilt University School of Medicine（范德比大学医学院） ； McCombs School of Business University of Texas at Austin（德克萨斯大学麦康姆商学院） 纠错

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

HypeMARL: Multi-Agent Reinforcement Learning For High-Dimensional, Parametric, and Distributed Systems

Nicolò Botteghi, Matteo Tomasetto, Urban Fasel, Francesco Braghin, Andrea Manzoni

机构 * MOX – Department of Mathematics, Politecnico di Milano（数学系，米兰理工学院） ； Department of Mechanical Engineering, Politecnico di Milano（机械工程系，米兰理工学院） ； Department of Aeronautics, Imperial College London（航空系，伦敦帝国学院） 纠错

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

Multi-Agent Amodal Completion: Direct Synthesis with Fine-Grained Semantic Guidance

Hongxing Fan, Lipeng Wang, Haohua Chen, Zehuan Huang, Jiangtao Wu, Lu Sheng

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； Beihang University（北京航空航天大学） ； School of Software（软件学院） 纠错

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

MAST: Multi-Agent Spatial Transformer for Learning to Collaborate

Damian Owerko, Frederic Vatnsdal, Saurav Agarwal, Vijay Kumar, Alejandro Ribeiro

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

Orchestrate, Generate, Reflect: A VLM-Based Multi-Agent Collaboration Framework for Automated Driving Policy Learning

Zengqi Peng, Yusen Xie, Yubin Wang, Rui Yang, Qifeng Chen, Jun Ma

机构 * Robotics and Autonomous Systems Thrust, The Hong Kong University of Science and Technology (Guangzhou)（机器人与自主系统方向，香港科学与技术大学（广州）） ； Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科学与技术大学） ； Cheng Kar-Shun Robotics Institute, The Hong Kong University of Science and Technology（陈家骏机器人研究所，香港科学与技术大学） 纠错

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

RIDAS: A Multi-Agent Framework for AI-RAN with Representation- and Intention-Driven Agents

Kuiyuan Ding, Caili Guo, Yang Yang, Jianzhang Guo

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

Comments 6 pages, 7 figures

BlockA2A: Towards Secure and Verifiable Agent-to-Agent Interoperability

Zhenhua Zou, Zhuotao Liu, Lepeng Zhao, Qiuyang Zhan

机构 * Tsinghua University（清华大学） 纠错

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

Comments 43 pages

Analysis of the Impact of an Execution Algorithm with an Order Book Imbalance Strategy on a Financial Market Using an Agent-based Simulation

Shuto Endo, Takanobu Mizuta, Isao Yagi

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

Journal ref The Journal of the Japanese Society for Artificial Intelligence (Vol. 39, No. 4, 2024)

Scalable Multi Agent Diffusion Policies for Coverage Control

Frederic Vatnsdal, Romina Garcia Camargo, Saurav Agarwal, Alejandro Ribeiro

机构 * Department of Electrical and Systems Engineering, University of Pennsylvania（宾夕法尼亚大学电气与系统工程系） ； Department of Mechanical Engineering, Indian Institute of Technology Bombay (IITB)（印度理工学院班加罗尔机械工程系） 纠错

专题命中 多智能体 ：agent(title,abstract)

Towards Sample-Efficiency and Generalization of Transfer and Inverse Reinforcement Learning: A Comprehensive Literature Review

Hossein Hassani, Ehsan Hallaji, Roozbeh Razavi-Far, Mehrdad Saif, Liang Lin

机构 * Department of Electrical and Computer Engineering, Western University（电子与计算机工程系，西部大学） ； Department of Electrical and Computer Engineering, University of Windsor（电子与计算机工程系，温莎大学） ； Faculty of Computer Science and Canadian Institute for Cybersecurity, University of New Brunswick（计算机科学学院和加拿大网络安全研究所，新不伦瑞克大学） ； School of Data and Computer Science, Sun Yat-sen University（数据与计算机科学学院，中山大学） 纠错

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

ViTCAE: ViT-based Class-conditioned Autoencoder

Vahid Jebraeeli, Hamid Krim, Derya Cansever

机构 * ECE Department（电子工程系） ； NC State University（北卡罗来纳州立大学） 纠错

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

Comments -

A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizations

Devin Lange, Shanghua Gao, Pengwei Sui, Austen Money, Priya Misner, Marinka Zitnik, Nils Gehlenborg

机构 * Harvard Medical School（哈佛医学院） 纠错

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

Distributed Stochastic Optimization under Heavy-Tailed Noise: A Federated Mirror Descent Approach with High Probability Convergence

Zhan Yu, Lan Liao, Deming Yuan, Daniel W. C. Ho, Ding-Xuan Zhou

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

Prescribed-Time Event-Triggered Control for Matrix-Scaled Networks

K. P. Sunny, Rakesh R. Warier

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

Comments 11 pages

Time to Talk: LLM Agents for Asynchronous Group Communication in Mafia Games

Niv Eckhaus, Uri Berger, Gabriel Stanovsky

机构 * School of Computer Science and Engineering, The Hebrew University of Jerusalem（希伯来大学耶路撒冷分校计算机科学与工程学院） ； School of Computing and Information Systems, University of Melbourne（墨尔本大学计算与信息系统学院） 纠错

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

Reinforcement Learning for Decision-Level Interception Prioritization in Drone Swarm Defense

Alessandro Palmas

机构 * Artificial Twin（人工双） 纠错

专题命中 多智能体 ：agent(abstract)；分类 cs.LG

Comments 11 pages, 10 figures

Designing Human-AI Collaboration to Support Learning in Counterspeech Writing

Xiaohan Ding, Kaike Ping, Uma Sushmitha Gunturi, Buse Carik, Sophia Stil, Lance T Wilhelm, Taufiq Daryanto, James Hawdon, Sang Won Lee, Eugenia H Rho

机构 * Department of Computer Science, Virginia Tech, USA（计算机科学系，弗吉尼亚理工大学） ； College of Liberal Arts and Human Sciences, Virginia Tech, USA（文理与人文科学学院，弗吉尼亚理工大学） 纠错

专题命中 多智能体 ：workflow(abstract)；分类 cs.AI

Continuous-time mean field Markov decision models

Nicole Bäuerle, Sebastian Höfer

专题命中 多智能体 ：agent(abstract)

Journal ref Applied Mathematics and Optimization 90(12), 2024

"It Was a Magical Box": Understanding Practitioner Workflows and Needs in Optimization

Connor Lawless, Jakob Schoeffer, Madeleine Udell

专题命中 多智能体 ：workflow(abstract)

Securing Integrated Sensing and Communication Against a Mobile Adversary: A Stackelberg Game with Deep Reinforcement Learning

Milad Tatar Mamaghani, Xiangyun Zhou, Nan Yang, A. Lee Swindlehurst

专题命中 多智能体 ：planning(abstract)

Comments Accepted for publication in IEEE Journal on Selected Areas in Communications, Special Issue on Recent Advances in Integrated Sensing and Communications