AI Agent

AgentInit: Initializing LLM-based Multi-Agent Systems via Diversity and Expertise Orchestration for Effective and Efficient Collaboration

Chunhao Tian, Yutong Wang, Xuebo Liu, Zhexuan Wang, Liang Ding, Miao Zhang, Min Zhang

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

Comments EMNLP 2025 Findings

SIRAG: Towards Stable and Interpretable RAG with A Process-Supervised Multi-Agent Framework

Junlin Wang, Zehao Wu, Shaowei Lu, Yanlan Li, Xinghao Huang

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

Comments 5 pages,2 figures, IRAC under review

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

Building Data-Driven Occupation Taxonomies: A Bottom-Up Multi-Stage Approach via Semantic Clustering and Multi-Agent Collaboration

Nan Li, Bo Kang, Tijl De Bie

机构 * IDLab, Department of Electronics and Information Systems（IDLab，电子与信息系统系） 纠错

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

Explainable AI-Enhanced Supervisory Control for Robust Multi-Agent Robotic Systems

Reza Pirayeshshirazinezhad, Nima Fathi

机构 * Visual Computing and Computational Media, Texas A&M University（视觉计算与计算媒体，德克萨斯A&M大学） ； Mechanical Engineering Department, Texas A&M University（机械工程系，德克萨斯A&M大学） ； Department of Marine Engineering Technology, Texas A&M University（海洋工程技术系，德克萨斯A&M大学） 纠错

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

LEED: A Highly Efficient and Scalable LLM-Empowered Expert Demonstrations Framework for Multi-Agent Reinforcement Learning

Tianyang Duan, Zongyuan Zhang, Songxiao Guo, Dong Huang, Yuanye Zhao, Zheng Lin, Zihan Fang, Dianxin Luan, Heming Cui, Yong Cui

机构 * Department of Computer Science, The University of Hong Kong（香港大学计算机科学系） ； Institute of Data Science, National University of Singapore（新加坡国立大学数据科学研究所） ； College of International Education, Hebei University of Economics and Business（河北经贸大学国际教育学院） ； Department of Electrical and Electronic Engineering, The University of Hong Kong（香港大学电子与电气工程系） ； Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； Institute for Imaging, Data and Communications, University of Edinburgh（爱丁堡大学成像、数据与通讯研究所） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） 纠错

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

Comments 5 pages, 4 figures

An LLM-based multi-agent framework for agile effort estimation

Thanh-Long Bui, Hoa Khanh Dam, Rashina Hoda

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

Comments Submitted to ASE'25

Judging with Many Minds: Do More Perspectives Mean Less Prejudice? On Bias Amplifications and Resistance in Multi-Agent Based LLM-as-Judge

Chiyu Ma, Enpei Zhang, Yilun Zhao, Wenjun Liu, Yaning Jia, Peijun Qing, Lin Shi, Arman Cohan, Yujun Yan, Soroush Vosoughi

机构 * Dartmouth College（达特茅斯学院） ； Yale University（耶鲁大学） 纠错

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

Predicting Multi-Agent Specialization via Task Parallelizability

Elizabeth Mieczkowski, Ruaridh Mon-Williams, Neil Bramley, Christopher G. Lucas, Natalia Velez, Thomas L. Griffiths

机构 * Princeton University（普林斯顿大学） ； University of Edinburgh（爱丁堡大学） 纠错

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

Enhancing Multi-Agent Debate System Performance via Confidence Expression

Zijie Lin, Bryan Hooi

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.CL

Comments EMNLP'25 Findings

MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning

Justin Chih-Yao Chen, Archiki Prasad, Swarnadeep Saha, Elias Stengel-Eskin, Mohit Bansal

机构 * UNC 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.CL

Comments EMNLP 2025 (Camera-Ready)

DeltaHedge: A Multi-Agent Framework for Portfolio Options Optimization

Feliks Bańka, Jarosław A. Chudziak

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

Comments Presented at Pacific Asia Conference on Information Systems (PACIS 2025), Kuala Lumpur. Official proceedings available at https://aisel.aisnet.org/pacis2025/aiandml/aiandml/25/. 16 pages, 7 figures, 3 tables

Journal ref PACIS 2025 Proceedings, Track 02: AI and Machine Learning, Paper 25

GBV-SQL: Guided Generation and SQL2Text Back-Translation Validation for Multi-Agent Text2SQL

Daojun Chen, Xi Wang, Shenyuan Ren, Qingzhi Ma, Pengpeng Zhao, An Liu

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

Breaking Single-Tester Limits: Multi-Agent LLMs for Multi-User Feature Testing

Sidong Feng, Changhao Du, Huaxiao Liu, Qingnan Wang, Zhengwei Lv, Mengfei Wang, Chunyang Chen

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

Comments Accepted to International Conference on Software Engineering (ICSE 2026). arXiv admin note: substantial text overlap with arXiv:2504.15474

VulAgent: Hypothesis-Validation based Multi-Agent Vulnerability Detection

Ziliang Wang, Ge Li, Jia Li, Hao Zhu, Zhi Jin

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

Free-MAD: Consensus-Free Multi-Agent Debate

Yu Cui, Hang Fu, Haibin Zhang, Licheng Wang, Cong Zuo

机构 * Beijing Institute of Technology（北京理工大学） ； Yangtze Delta Region Institute of Tsinghua University（清华大学 Yangtze Delta 区研究院） 纠错

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

Multi-Agent Retrieval-Augmented Framework for Evidence-Based Counterspeech Against Health Misinformation

Anirban Saha Anik, Xiaoying Song, Elliott Wang, Bryan Wang, Bengisu Yarimbas, Lingzi Hong

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

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

Comments Accepted for publication at COLM 2025

Journal ref Second Conference on Language Modeling (COLM 2025)

Multi-Agent Systems Execute Arbitrary Malicious Code

Harold Triedman, Rishi Jha, Vitaly Shmatikov

机构 * Cornell Tech（康奈尔科技） 纠错

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

Comments 33 pages, 5 figures, 7 tables

Towards Fully Automated Molecular Simulations: Multi-Agent Framework for Simulation Setup and Force Field Extraction

Marko Petković, Vlado Menkovski, Sofía Calero

机构 * Eindhoven University of Technology（埃因霍温理工大学） 纠错

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

Federated Multi-Agent Reinforcement Learning for Privacy-Preserving and Energy-Aware Resource Management in 6G Edge Networks

Francisco Javier Esono Nkulu Andong, Qi Min

机构 * Department of Electronics and information Engineering, Northwestern Polytechnical University (NWPU), Xi'an, China（电子与信息工程系，西北工业大学（NWPU），西安，中国） 纠错

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

A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs

Andy Zhu, Yingjun Du

机构 * Rensselaer Polytechnic Institute（罗切斯特理工学院） ； University of Amsterdam（阿姆斯特丹大学） 纠错

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

Comments 8 pages, 6 figures, Underreview

Symmetry-Guided Multi-Agent Inverse Reinforcement Learning

Yongkai Tian, Yirong Qi, Xin Yu, Wenjun Wu, Jie Luo

机构 * State Key Laboratory of Complex & Critical Software Environment, Beihang University, Beijing, China（复杂与关键软件环境国家重点实验室，北京航空航天大学） 纠错

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

Comments 8pages, 6 figures. Accepted for publication in the Proceedings of the 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025) as oral presentation

Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference

Guoqing Ma, Jia Zhu, Hanghui Guo, Weijie Shi, Jiawei Shen, Jingjiang Liu, Yidan Liang

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

SasAgent: Multi-Agent AI System for Small-Angle Scattering Data Analysis

Lijie Ding, Changwoo Do

机构 * Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA（橡树岭国家实验室中子散射部） 纠错

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

Comments 8 pages, 7 figures

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety

Zhenyu Pan, Yiting Zhang, Yutong Zhang, Jianshu Zhang, Haozheng Luo, Yuwei Han, Dennis Wu, Hong-Yu Chen, Philip S. Yu, Manling Li, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

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

Comments accepted by the Trustworthy FMs workshop in ICCV 2025

KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems

Jusheng Zhang, Zimeng Huang, Yijia Fan, Ningyuan Liu, Mingyan Li, Zhuojie Yang, Jiawei Yao, Jian Wang, Keze Wang

机构 * Department of XXX, University of YYY, Location, Country（YYY大学XXX系） ； School of ZZZ, Institute of WWW, Location, Country（WWW研究所ZZZ学院） 纠错

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

Comments Accepted by the Main Conference of ICML 2025. Code: https://github.com/HCP-AI-Research-Lab/KABB