AI Agent

When Machines Meet Each Other: Network Effects and the Strategic Role of History in Multi-Agent AI

Yu Liu, Wenwen Li, Yifan Dou, Guangnan Ye

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

Exploring Human-AI Collaboration Using Mental Models of Early Adopters of Multi-Agent Generative AI Tools

Suchismita Naik, Austin L. Toombs, Amanda Snellinger, Scott Saponas, Amanda K. Hall

机构 * Purdue University（普渡大学） ； Indiana University（印第安纳大学） ； Microsoft Research（微软研究院） 纠错

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

Comments 19 pages, 1 table, 2 figures

MLE-Smith: Scaling MLE Tasks with Automated Multi-Agent Pipeline

Rushi Qiang, Yuchen Zhuang, Anikait Singh, Percy Liang, Chao Zhang, Sherry Yang, Bo Dai

机构 * Georgia Institute of Technology（佐治亚理工学院） ； 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.AI、cs.LG

Evolving and Executing Research Plans via Double-Loop Multi-Agent Collaboration

Zhi Zhang, Yan Liu, Zhejing Hu, Gong Chen, Sheng-hua Zhong, Jiannong Cao

机构 * Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） ； FireTorch Partners（FireTorch合作伙伴） ； 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） 纠错

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

Knowledge Graph-Guided Multi-Agent Distillation for Reliable Industrial Question Answering with Datasets

Jiqun Pan, Zhenke Duan, Jiani Tu, Anzhi Cheng, Yanqing Wang

机构 * Zhongnan University of Economics and Law（中南财经政法大学） 纠错

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

Comments 41 pages, 12 figures, 6 tables

GenPilot: A Multi-Agent System for Test-Time Prompt Optimization in Image Generation

Wen Ye, Zhaocheng Liu, Yuwei Gui, Tingyu Yuan, Yunyue Su, Bowen Fang, Chaoyang Zhao, Qiang Liu, Liang Wang

机构 * New Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences (CASIA)（中国科学院自动化研究所模式识别新实验室） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Baichuan Inc.（北川公司） ； Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences (CASIA)（中国科学院自动化研究所基础模型研究中心） ； Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

Comments 30 pages, 21 figures, accepted to EMNLP 2025 findings

LatteReview: A Multi-Agent Framework for Systematic Review Automation Using Large Language Models

Pouria Rouzrokh, Bardia Khosravi, Parsa Rouzrokh, Moein Shariatnia

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

Comments 31 pages, 5 figures, 5 tables

Belief-Calibrated Multi-Agent Consensus Seeking for Complex NLP Tasks

Wentao Deng, Jiahuan Pei, Zhiwei Xu, Zhaochun Ren, Zhumin Chen, Pengjie Ren

机构 * Shandong University（山东大学） ； VU Amsterdam（阿姆斯特丹自由大学） ； Leiden University（莱顿大学） 纠错

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

Comments This paper has been accepted by NeurIPS 2025

Generalized Multi-agent Social Simulation Framework

Gang Li, Jie Lin, Yining Tang, Ziteng Wang, Yirui Huang, Junyu Zhang, Shuang Luo, Chao Wu, Yike Guo

机构 * Zhejiang University（浙江大学） ； Hong Kong University of Science and Technology（香港科技大学） 纠错

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

AgentDroid: A Multi-Agent Framework for Detecting Fraudulent Android Applications

Ruwei Pan, Hongyu Zhang, Zhonghao Jiang, Ran Hou

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

Resolving Conflicting Constraints in Multi-Agent Reinforcement Learning with Layered Safety

Jason J. Choi, Jasmine Jerry Aloor, Jingqi Li, Maria G. Mendoza, Hamsa Balakrishnan, Claire J. Tomlin

机构 * University of California, Berkeley（加州大学伯克利分校） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments Accepted for publication at the 2025 Robotics: Science and Systems Conference. 18 pages, 8 figures

Distributed Algorithms for Multi-Agent Multi-Armed Bandits with Collision

Daoyuan Zhou, Xuchuang Wang, Lin Yang, Yang Gao

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

Comments 21 pages, 4 figures

Generalizing Liquid Democracy to multi-agent delegation: A Voting Weight Measure and Equilibrium Analysis

Francisco M. Bersetche

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

SuffixDecoding: Extreme Speculative Decoding for Emerging AI Applications

Gabriele Oliaro, Zhihao Jia, Daniel Campos, Aurick Qiao

机构 * Snowflake AI Research（Snowflake AI研究院） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Comments NeurIPS 2025 (Spotlight)

NurseLLM: The First Specialized Language Model for Nursing

Md Tawkat Islam Khondaker, Julia Harrington, Shady Shehata

机构 * Yourika Labs（Yourika实验室） ； The University of British Columbia（不列颠哥伦比亚大学） ； Western University（西方大学） ； University of Waterloo（滑铁卢大学） 纠错

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

Comments EMNLP 2025 Industry Track

Mind the (Belief) Gap: Group Identity in the World of LLMs

Angana Borah, Marwa Houalla, Rada Mihalcea

机构 * University of Michigan - Ann Arbor（密歇根大学安阿伯分校） 纠错

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

Comments Accepted to ACL 2025 (Findings)

LLM-Assisted Modeling of Semantic Web-Enabled Multi-Agents Systems with AJAN

Hacane Hechehouche, Andre Antakli, Matthias Klusch

机构 * Daimler Buses GmbH（戴姆勒巴士公司） ； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） 纠错

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

Distributed 3D Source Seeking via SO(3) Geometric Control of Robot Swarms

Jesús Bautista, Héctor García de Marina

机构 * Department of Computer Engineering, Automation \& Robotics 纠错

专题命中 多智能体 ：agent(abstract)

Comments 7 pages, 3 figures. Submitted for presentation at the IFAC World Congress 2026