AI Agent

EnergyTwin: A Multi-Agent System for Simulating and Coordinating Energy Microgrids

EnergyTwin: 一种用于模拟和协调能源微电网的多智能体系统

Jakub Muszyński, Ignacy Walużenicz, Patryk Zan, Zofia Wrona, Maria Ganzha, Marcin Paprzycki, Costin Bădică

机构 * Warsaw University of Technology（华沙技术大学） ； Systems research Institute Polish Academy of Sciences（波兰科学院系统研究 institute） ； University of Technology and Arts（技术与艺术大学） ； University of Craiova（克劳日瓦大学） 纠错

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

AI总结 EnergyTwin是一种基于智能体的微电网模拟环境，结合物理建模与预测驱动的滚动时间规划，用于提升微电网的韧性和能源自给率。

KOM: A Multi-Agent Artificial Intelligence System for Precision Management of Knee Osteoarthritis (KOA)

KOM：一种用于膝骨关节炎（KOA）精准管理的多智能体人工智能系统

Weizhi Liu, Xi Chen, Zekun Jiang, Liang Zhao, Kunyuan Jiang, Ruisi Tang, Li Wang, Mingke You, Hanyu Zhou, Hongyu Chen, Qiankun Xiong, Yong Nie, Kang Li, Jian Li

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

AI总结 KOM通过多智能体系统实现膝骨关节炎的自动化评估与管理，提升诊疗效率和个性化治疗质量。

CAMAR: Continuous Actions Multi-Agent Routing

Artem Pshenitsyn, Aleksandr Panov, Alexey Skrynnik

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

Extracting Events Like Code: A Multi-Agent Programming Framework for Zero-Shot Event Extraction

Quanjiang Guo, Sijie Wang, Jinchuan Zhang, Ben Zhang, Zhao Kang, Ling Tian, Ke Yan

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

Comments 11 pages, 5 figures, accepted by AAAI 2026 (Oral)

Refine and Align: Confidence Calibration through Multi-Agent Interaction in VQA

Ayush Pandey, Jai Bardhan, Ishita Jain, Ramya S Hebbalaguppe, Rohan Raju Dhanakshirur, Lovekesh Vig

机构 * TCS Research（塔塔咨询研究） 纠错

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

Comments 17 pages, 6 figures, 5 tables. Accepted to Special Track on AI Alignment, AAAI 2026. Project Page- https://refine-align.github.io/

HPCAgentTester: A Multi-Agent LLM Approach for Enhanced HPC Unit Test Generation

Rabimba Karanjai, Lei Xu, Weidong Shi

机构 * University Of Houston（德克萨斯大学休斯顿分校） ； Kent State University（肯特州立大学） 纠错

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

Comments Accepted in AIWare 2025

MAT-Agent: Adaptive Multi-Agent Training Optimization

Jusheng Zhang, Kaitong Cai, Yijia Fan, Ningyuan Liu, 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)；autonomous agent(abstract)；分类 cs.AI、cs.LG

Comments Acceptance to NeurIPS 2025 Main Track

Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems

Jiaxi Yang, Mengqi Zhang, Yiqiao Jin, Hao Chen, Qingsong Wen, Lu Lin, Yi He, Srijan Kumar, Weijie Xu, James Evans, Jindong Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； William & Mary（威廉与玛丽学院） ； Georgia Institute of Technology（佐治亚理工学院） ； AMD（AMD公司） ； Squirrel AI ； Amazon（亚马逊公司） ； University of Chicago（芝加哥大学） 纠错

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

DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration

Zhihao Jia, Mingyi Jia, Junwen Duan, Jianxin Wang

机构 * Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University（湖南生物信息省级重点实验室，计算机科学与工程学院，中南大学） 纠错

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

Comments Accepted to EMNLP 2025

Traceability and Accountability in Role-Specialized Multi-Agent LLM Pipelines

Amine Barrak

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Oakland University（奥克兰大学） 纠错

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

Journal ref 2025 40th ACM/IEEE International Conference on Automated Software Engineering Workshops

Physics-Informed Neural Controlled Differential Equations for Scalable Long Horizon Multi-Agent Motion Forecasting

Shounak Sural, Charles Kekeh, Wenliang Liu, Federico Pecora, Mouhacine Benosman

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Amazon Robotics（亚马逊机器人） 纠错

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

Multi-Agent Path Finding via Offline RL and LLM Collaboration

Merve Atasever, Matthew Hong, Mihir Nitin Kulkarni, Qingpei Li, Jyotirmoy V. Deshmukh

机构 * Department of Computer Science, University of Southern California（计算机科学系，南加州大学） 纠错

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

An Outlook on the Opportunities and Challenges of Multi-Agent AI Systems

Fangqiao Tian, An Luo, Jin Du, Xun Xian, Robert Specht, Ganghua Wang, Xuan Bi, Jiawei Zhou, Ashish Kundu, Jayanth Srinivasa, Charles Fleming, Rui Zhang, Zirui Liu, Mingyi Hong, Jie Ding

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

Comments Corrected references

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Jiulin Li, Ping Huang, Yexin Li, Shuo Chen, Juewen Hu, Ye Tian

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

Comments 8 pages, 5 figures

FEAT: A Multi-Agent Forensic AI System with Domain-Adapted Large Language Model for Automated Cause-of-Death Analysis

Chen Shen, Wanqing Zhang, Kehan Li, Erwen Huang, Haitao Bi, Aiying Fan, Yiwen Shen, Hongmei Dong, Ji Zhang, Yuming Shao, Zengjia Liu, Xinshe Liu, Tao Li, Chunxia Yan, Shuanliang Fan, Di Wu, Jianhua Ma, Bin Cong, Zhenyuan Wang, Chunfeng Lian

机构 * Key Laboratory of National Ministry of Health for Forensic Sciences, School of Medicine \& Forensics, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； School of Mathematics ； Statistics, Xi'an Jiaotong University, Xi'an, Shaanxi 710149, China ； Hebei Key Laboratory of Forensic Medicine, College of Forensic Medicine, Hebei Medical University, Shijiazhuang, Hebei 050017, China ； Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science ； Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； Faculty of Forensic Medicine, Guangdong Province Translational Forensic Medicine Engineering Technology Research Center, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, Guangdong 510080, China ； Department of Forensic Medicine, Xinxiang Medical University, Xinxiang, Henan 453003, China ； Department of Forensic Medicine, School of Basic Medical Sciences, Fudan University, Shanghai 200032, China ； Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science ； Shanghai Key Laboratory of Forensic Medicine, Shanghai Forensic Service Platform, Academy of Forensic Science, Ministry of Justice, Shanghai 200063, China ； School of Forensic Medicine of Jining Medical University, Jining, Shandong 272067, China 纠错

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

Comments 18pages, 6 figures

Beyond Brainstorming: What Drives High-Quality Scientific Ideas? Lessons from Multi-Agent Collaboration

Nuo Chen, Yicheng Tong, Jiaying Wu, Minh Duc Duong, Qian Wang, Qingyun Zou, Bryan Hooi, Bingsheng He

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

Comments Preprint

Where Paths Collide: A Comprehensive Survey of Classic and Learning-Based Multi-Agent Pathfinding

Shiyue Wang, Haozheng Xu, Yuhan Zhang, Jingran Lin, Changhong Lu, Xiangfeng Wang, Wenhao Li

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

Comments 112 pages, 21 figures, 20 tables. The project website is: https://wangsh1yue.github.io/Where-Paths-Collide

Multi-Agent Interactive Question Generation Framework for Long Document Understanding

Kesen Wang, Daulet Toibazar, Abdulrahman Alfulayt, Abdulaziz S. Albadawi, Ranya A. Alkahtani, Asma A. Ibrahim, Haneen A. Alhomoud, Sherif Mohamed, Pedro J. Moreno

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

Advancing Learnable Multi-Agent Pathfinding Solvers with Active Fine-Tuning

Anton Andreychuk, Konstantin Yakovlev, Aleksandr Panov, Alexey Skrynnik

机构 * AIRI ； FRC CSC RAS（俄罗斯科学院应用系统研究所以及计算机科学与控制论研究所） ； Moscow Institute of Physics and Technology（莫斯科物理技术学院） 纠错

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

StoryWriter: A Multi-Agent Framework for Long Story Generation

Haotian Xia, Hao Peng, Yunjia Qi, Xiaozhi Wang, Bin Xu, Lei Hou, Juanzi Li

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

BugGen: A Self-Correcting Multi-Agent LLM Pipeline for Realistic RTL Bug Synthesis

Surya Jasper, Minh Luu, Evan Pan, Aakash Tyagi, Michael Quinn, Jiang Hu, David Kebo Houngninou

机构 * Texas A\&M University（德克萨斯A&M大学） ； Infineon Technologies（英飞凌科技） 纠错

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

Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team

Md Tanzib Hosain, Salman Rahman, Md Kishor Morol, Md Rizwan Parvez

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

Investigating the Potential of Large Language Model-Based Router Multi-Agent Architectures for Foundation Design Automation: A Task Classification and Expert Selection Study

Sompote Youwai, David Phim, Vianne Gayl Murcia, Rianne Clair Onas

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

G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems

Guibin Zhang, Muxin Fu, Guancheng Wan, Miao Yu, Kun Wang, Shuicheng Yan

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

Innate-Values-driven Reinforcement Learning based Cooperative Multi-Agent Cognitive Modeling

Qin Yang

机构 * Intelligent Social Systems and Swarm Robotics Lab (IS$^3$R)（智能社会系统与群体机器人实验室） ； Computer Science and Information Systems Department（计算机科学与信息系统系） ； Bradley University（布拉德利大学） 纠错

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

Comments This paper had been accepted by the 2025 IEEE Conference on Cognitive and Computational Aspects of Situation Management (CogSIMA)

Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration

Yilong Li, Chen Qian, Yu Xia, Ruijie Shi, Yufan Dang, Zihao Xie, Ziming You, Weize Chen, Cheng Yang, Weichuan Liu, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Peking University（北京大学） ； Shanghai Jiao Tong University（上海交通大学） ； Tsinghua University（清华大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Siemens（西门子） ； Tencent Robotics X（腾讯机器人实验室） 纠错

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

Comments Work in Progress

Towards Conversational Development Environments: Using Theory-of-Mind and Multi-Agent Architectures for Requirements Refinement

Keheliya Gallaba, Ali Arabat, Dayi Lin, Mohammed Sayagh, Ahmed E. Hassan

机构 * Centre for Software Excellence, Huawei Canada（华为加拿大卓越软件中心） ； Queen's University（女王大学） 纠错

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

OptiMindTune: A Multi-Agent Framework for Intelligent Hyperparameter Optimization

Meher Bhaskar Madiraju, Meher Sai Preetam Madiraju

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

Comments 7 pages, 2 tables

Single-agent or Multi-agent Systems? Why Not Both?

Mingyan Gao, Yanzi Li, Banruo Liu, Yifan Yu, Phillip Wang, Ching-Yu Lin, Fan Lai

机构 * Siebel School of Computing and Data Science（计算与数据科学学院） 纠错

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

Multi-agent Systems for Misinformation Lifecycle : Detection, Correction And Source Identification

Aditya Gautam

机构 * Aditya Gautam 纠错

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