AI Agent

Optimal Information Combining for Multi-Agent Systems Using Adaptive Bias Learning

Siavash M. Alamouti, Fay Arjomandi

机构 * IEEE Transactions on Information Theory（IEEE信息论交易） 纠错

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

Comments 22 pages, 2 Figures, 62 equations, 47 references

Multi-Agent Evolve: LLM Self-Improve through Co-evolution

Yixing Chen, Yiding Wang, Siqi Zhu, Haofei Yu, Tao Feng, Muhan Zhang, Mostofa Patwary, Jiaxuan You

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Peking University（北京大学） ； 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 29 pages, 4 figures

AMAS: Adaptively Determining Communication Topology for LLM-based Multi-Agent System

Hui Yi Leong, Yuheng Li, Yuqing Wu, Wenwen Ouyang, Wei Zhu, Jiechao Gao, Wei Han

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Hong Kong（香港大学） ； Stanford University（斯坦福大学） 纠错

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

Comments Accepted by EMNLP-2025

Multi-Agent Scenario Generation in Roundabouts with a Transformer-enhanced Conditional Variational Autoencoder

Li Li, Tobias Brinkmann, Till Temmen, Markus Eisenbarth, Jakob Andert

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

Sequential Multi-Agent Dynamic Algorithm Configuration

Chen Lu, Ke Xue, Lei Yuan, Yao Wang, Yaoyuan Wang, Sheng Fu, Chao Qian

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学，中国） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学，中国） ； Advanced Computing and Storage Lab, Huawei Technologies Co., Ltd. Shenzhen, China（先进计算与存储实验室，华为技术有限公司，深圳，中国） 纠错

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

Comments NeurIPS 2025

Distributed Multi-Agent Bandits Over Erdős-Rényi Random Networks

Jingyuan Liu, Hao Qiu, Lin Yang, Mengfan Xu

机构 * Nanjing University（南京大学） ； Università degli Studi di Milano（米兰大学） ； University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校） 纠错

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

Agent-GSPO: Communication-Efficient Multi-Agent Systems via Group Sequence Policy Optimization

Yijia Fan, Jusheng Zhang, Jing Yang, Keze Wang

机构 * Sun Yat-sen University（中山大学） 纠错

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

Group size effects and collective misalignment in LLM multi-agent systems

Ariel Flint, Luca Maria Aiello, Romualdo Pastor-Satorras, Andrea Baronchelli

机构 * Department of Mathematics, City St George’s University of London（伦敦城市圣乔治大学数学系） ； IT University of Copenhagen（哥本哈根IT大学） ； Pioneer Centre for AI, Copenhagen（哥本哈根先锋人工智能中心） ； Departament de Física, Universitat Politècnica de Catalunya（加泰罗尼亚理工大学物理系） 纠错

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

Why Do Multi-Agent LLM Systems Fail?

Mert Cemri, Melissa Z. Pan, Shuyi Yang, Lakshya A. Agrawal, Bhavya Chopra, Rishabh Tiwari, Kurt Keutzer, Aditya Parameswaran, Dan Klein, Kannan Ramchandran, Matei Zaharia, Joseph E. Gonzalez, Ion Stoica

机构 * UC Berkeley（加州大学伯克利分校） ； Intesa Sanpaolo 纠错

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

Comments ArXiv v3

Multi-Agent Pose Uncertainty: A Differentiable Rendering Cramér-Rao Bound

Arun Muthukkumar

机构 * Illinois Mathematics and Science Academy（伊利诺伊数学与科学学院） 纠错

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

Comments 5 pages, 3 figures, 1 table. Presented at IEEE/CVF International Conference on Computer Vision (ICCV 2025) and IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025)

ComProScanner: A multi-agent based framework for composition-property structured data extraction from scientific literature

Aritra Roy, Enrico Grisan, John Buckeridge, Chiara Gattinoni

机构 * Energy, Materials and Environment Research Centre, London South Bank University, London SE1 0AA, UK.（能源、材料与环境研究中心，伦敦南银行大学） ； Bioscience and Bioengineering Research Centre, London South Bank University, London SE1 0AA, UK.（生物科学与生物工程研究中心，伦敦南银行大学） ； Department of Physics, Kings College London, London WC2R 2LS, UK.（物理系，国王学院伦敦） 纠错

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

Learning Decentralized Routing Policies via Graph Attention-based Multi-Agent Reinforcement Learning in Lunar Delay-Tolerant Networks

Federico Lozano-Cuadra, Beatriz Soret, Marc Sanchez Net, Abhishek Cauligi, Federico Rossi

机构 * Telecommunications Research Institute, University of Málaga（马德里大学电信研究所） ； Jet Propulsion Laboratory, California Institute of Technology（加州理工学院喷气推进实验室） ； Department of Mechanical Engineering, Johns Hopkins University（约翰霍普金斯大学机械工程系） 纠错

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

High-order Interactions Modeling for Interpretable Multi-Agent Q-Learning

Qinyu Xu, Yuanyang Zhu, Xuefei Wu, Chunlin Chen

机构 * School of Management and Engineering（管理与工程学院） ； School of Information Management（信息管理学院） ； School of Robotics and Automation（机器人与自动化学院） 纠错

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

Comments 39th Conference on Neural Information Processing Systems

SafeDiver: Cooperative AUV-USV Assisted Diver Communication via Multi-agent Reinforcement Learning Approach

Tinglong Deng, Hang Tao, Xinxiang Wang, Yinyan Wang, Hanjiang Luo

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

Comments Withdrawn to reorganize and extend the current findings in a future version

Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?

Hyeong Kyu Choi, Xiaojin Zhu, Sharon Li

机构 * Department of Computer Sciences, University of Wisconsin-Madison（计算机科学系，威斯康星大学麦迪逊分校） 纠错

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

Comments NeurIPS 2025 Spotlight

AutoMT: A Multi-Agent LLM Framework for Automated Metamorphic Testing of Autonomous Driving Systems

Linfeng Liang, Chenkai Tan, Yao Deng, Yingfeng Cai, T. Y Chen, Xi Zheng

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

IM-Chat: A Multi-agent LLM Framework Integrating Tool-Calling and Diffusion Modeling for Knowledge Transfer in Injection Molding Industry

Junhyeong Lee, Joon-Young Kim, Heekyu Kim, Inhyo Lee, Seunghwa Ryu

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

PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization

Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park

机构 * KAIST（韩国科学技术院） ； Omelet ； Radical Numerics ； Leuphana University（莱普大学） ； Brandenburg University of Technology（勃兰登堡技术大学） 纠错

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

Comments Accepted at NeurIPS 2025

QuantEvolve: Automating Quantitative Strategy Discovery through Multi-Agent Evolutionary Framework

Junhyeog Yun, Hyoun Jun Lee, Insu Jeon

机构 * AI Tech Lab, Qraft Technologies（Qraft Technologies人工智能技术实验室） 纠错

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

Comments 25 pages, 13 figures. Accepted for oral presentation at the 2nd Workshop on LLMs and Generative AI for Finance (AI4F), part of ACM ICAIF 2025, Singapore. Non-archival workshop

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Man-Lin Chu, Lucian Terhorst, Kadin Reed, Tom Ni, Weiwei Chen, Rongyu Lin

机构 * School of Business（商学院） ； School of Computing and Engineering（计算与工程学院） ； Quinnipiac University（昆尼皮亚克大学） 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 at IEEE International Conference on e-Business Engineering ICEBE 2025, November 10-12, Buraydah, Saudi Arabia. 8 pages, 5 figures

OPTAGENT: Optimizing Multi-Agent LLM Interactions Through Verbal Reinforcement Learning for Enhanced Reasoning

Zhenyu Bi, Meng Lu, Yang Li, Swastik Roy, Weijie Guan, Morteza Ziyadi, Xuan Wang

机构 * Virginia Tech（弗吉尼亚理工大学） ； College of William and Mary（威廉与玛丽学院） ； Amazon Alexa AI（亚马逊Alexa人工智能） 纠错

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

Comments 8 pages for main content

Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations

Jinkun Chen, Sher Badshah, Xuemin Yu, Sijia Han

机构 * Meta 纠错

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

Comments Preprint; feedback welcome

An Automated Multi-modal Evaluation Framework for Mobile Intelligent Assistants Based on Large Language Models and Multi-Agent Collaboration

Meiping Wang, Jian Zhong, Rongduo Han, Liming Kang, Zhengkun Shi, Xiao Liang, Xing Lin, Nan Gao, Haining Zhang

机构 * College of Software, Nankai University（南开大学软件学院） ； vivo AI Lab（vivo人工智能实验室） 纠错

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

Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty

Yu Feng, Phu Mon Htut, Zheng Qi, Wei Xiao, Manuel Mager, Nikolaos Pappas, Kishaloy Halder, Yang Li, Yassine Benajiba, Dan Roth

机构 * University of Pennsylvania（宾夕法尼亚大学） ； AWS AI Labs（AWS人工智能实验室） ； Johannes Gutenberg University of Mainz（美因茨约翰内斯·古滕贝格大学） ； Oracle AI（Oracle人工智能） 纠错

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

Comments EMNLP 2025 Findings

Journal ref EMNLP 2025 Findings

Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making

Stelios Triantafyllou, Aleksa Sukovic, Yasaman Zolfimoselo, Goran Radanovic

机构 * Max Planck Institute for Software Systems（马克斯·普朗克软件系统研究所） 纠错

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

Comments ICML 2025

SketchMind: A Multi-Agent Cognitive Framework for Assessing Student-Drawn Scientific Sketches

Ehsan Latif, Zirak Khan, Xiaoming Zhai

机构 * AI4STEM Education Center University of Georgia（AI4STEM教育中心乔治亚大学） 纠错

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

Comments Submitted to NeurIPS2025

ARCO-BO: Adaptive Resource-aware COllaborative Bayesian Optimization for Heterogeneous Multi-Agent Design

Zihan Wang, Yi-Ping Chen, Tuba Dolar, Wei Chen

机构 * Department of Mechanical Engineering, Northwestern University（机械工程系，西北大学） 纠错

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

Audit the Whisper: Detecting Steganographic Collusion in Multi-Agent LLMs

Om Tailor

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

Comments 13 pages, 0 figures

SQuAI: Scientific Question-Answering with Multi-Agent Retrieval-Augmented Generation

Ines Besrour, Jingbo He, Tobias Schreieder, Michael Färber

机构 * TU Dresden（德累斯顿理工大学） 纠错

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

Comments Accepted at CIKM 2025

SAJA: A State-Action Joint Attack Framework on Multi-Agent Deep Reinforcement Learning

Weiqi Guo, Guanjun Liu, Ziyuan Zhou

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