AI Agent

Amplified Vulnerabilities: Structured Jailbreak Attacks on LLM-based Multi-Agent Debate

Senmao Qi, Yifei Zou, Peng Li, Ziyi Lin, Xiuzhen Cheng, Dongxiao Yu

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

Comments 33 pages, 5 figures

A Multi-Agent Framework for Automated Qinqiang Opera Script Generation Using Large Language Models

Gengxian Cao, Fengyuan Li, Hong Duan, Ye Yang, Bofeng Wang, Donghe Li

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

Comments 17 pages,7 figures,1 tables

A biologically Inspired Trust Model for Open Multi-Agent Systems that is Resilient to Rapid Performance Fluctuations

Zoi Lygizou, Dimitris Kalles

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

MAAM: A Lightweight Multi-Agent Aggregation Module for Efficient Image Classification Based on the MindSpore Framework

Zhenkai Qin, Feng Zhu, Huan Zeng, Xunyi Nong

机构 * School of Computing and Information（计算与信息学院） ； Network Security Research Center（网络安全研究中心） ； Big Data and Policing Technology Laboratory（大数据与警务技术实验室） ； Guangxi Police College（广西警察学院） ； Chinese Academy of Sciences（中国科学院） ； Institute of Software（软件研究所） 纠错

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

The Athenian Academy: A Seven-Layer Architecture Model for Multi-Agent Systems

Lidong Zhai, Zhijie Qiu, Lvyang Zhang, Jiaqi Li, Yi Wang, Wen Lu, Xizhong Guo, Ge Sun

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络空间安全学院） ； Tianjin Academy of Fine Arts（天津美术学院） ； Central Academy of Fine Arts（中央美术学院） ； WaytoAGI 纠错

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

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform

Cheonsu Jeong

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

Comments 22 pages, 27 figures

Journal ref 2025 Journal of Intelligence and Information Systems

PestMA: LLM-based Multi-Agent System for Informed Pest Management

Hongrui Shi, Shunbao Li, Zhipeng Yuan, Po Yang

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

Comments 10 pages

GridMind: A Multi-Agent NLP Framework for Unified, Cross-Modal NFL Data Insights

Jordan Chipka, Chris Moyer, Clay Troyer, Tyler Fuelling, Jeremy Hochstedler

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

Comments 16 pages, 2 figures, submitted to 2025 Sloan Sports Analytics Conference

Late Breaking Results: Breaking Symmetry- Unconventional Placement of Analog Circuits using Multi-Level Multi-Agent Reinforcement Learning

Supriyo Maji, Linran Zhao, Souradip Poddar, David Z. Pan

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

Comments 2 pages, 3 figures, Proceedings of the 62nd ACM/IEEE Design Automation Conference (DAC), 2025

The Multi-Agent Reinforcement Learning in MalmÖ (MARLÖ) Competition

Diego Perez-Liebana, Katja Hofmann, Sharada Prasanna Mohanty, Noboru Kuno, Andre Kramer, Sam Devlin, Raluca D. Gaina, Daniel Ionita

机构 * Queen Mary University of London（伦敦玛丽女王大学） ； Microsoft Research（微软研究院） ； École Polytechnique Fédérale de Lausanne（洛桑联邦理工学院） 纠错

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

Comments 2 pages plus references

Journal ref Challenges in Machine Learning (NIPS Workshop), 2018

EduPlanner: LLM-Based Multi-Agent Systems for Customized and Intelligent Instructional Design

Xueqiao Zhang, Chao Zhang, Jianwen Sun, Jun Xiao, Yi Yang, Yawei Luo

机构 * School of Software Technology, Zhejiang University（浙江大学软件学院） ； Faculty of Artificial Intelligence in Education, Central China Normal University（华中师范大学教育人工智能学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） 纠错

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

Debate-Feedback: A Multi-Agent Framework for Efficient Legal Judgment Prediction

Xi Chen, Mao Mao, Shuo Li, Haotian Shangguan

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

Inverse Attention Agents for Multi-Agent Systems

Qian Long, Ruoyan Li, Minglu Zhao, Tao Gao, Demetri Terzopoulos

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

An Efficient Approach for Cooperative Multi-Agent Learning Problems

Ángel Aso-Mollar, Eva Onaindia

机构 * Valencian Research Institute for AI (VRAIN)（瓦伦西亚人工智能研究院） ； Universitat Politècnica de València（瓦伦西亚理工大学） 纠错

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

Comments Accepted at ICTAI 2024

Journal ref 2024 IEEE 36th International Conference on Tools with Artificial Intelligence (ICTAI)

Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs

Kang Wang, Zhishu Shen, Zhen Lei, Tiehua Zhang

机构 * School of Computer Science and Artificial Intelligence, Wuhan University of Technology（武汉理工大学计算机科学与人工智能学院） ； College of Electronics and Information Engineering, Tongji University（同济大学电子与信息工程学院） ； School of Computer Science and Technology, Tongji University（同济大学计算机科学与技术学院） 纠错

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

Comments Accepted by IEEE Transactions on Mobile Computing

Scalable Safe Multi-Agent Reinforcement Learning for Multi-Agent System

Haikuo Du, Fandi Gou, Yunze Cai

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

A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal Control

Anirudh Satheesh, Keenan Powell

机构 * University of Maryland - College Park（马里兰大学学院公园分校） 纠错

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

Comments Submitted to ACM Journal for Autonomous Transportation Systems

AstroAgents: A Multi-Agent AI for Hypothesis Generation from Mass Spectrometry Data

Daniel Saeedi, Denise Buckner, Jose C. Aponte, Amirali Aghazadeh

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

Learning Multi-Robot Coordination through Locality-Based Factorized Multi-Agent Actor-Critic Algorithm

Chak Lam Shek, Amrit Singh Bedi, Anjon Basak, Ellen Novoseller, Nick Waytowich, Priya Narayanan, Dinesh Manocha, Pratap Tokekar

机构 * University of Maryland（马里兰大学） ； University of Central Florida（中佛罗里达大学） ； DEVCOM US Army Research Laboratory（美国陆军DEVCOM研究实验室） 纠错

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

MANTRA: Enhancing Automated Method-Level Refactoring with Contextual RAG and Multi-Agent LLM Collaboration

Yisen Xu, Feng Lin, Jinqiu Yang, Tse-Hsun, Chen, Nikolaos Tsantalis

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

Comments 10 pages

Knowledge-Based Multi-Agent Framework for Automated Software Architecture Design

Yiran Zhang, Ruiyin Li, Peng Liang, Weisong Sun, Yang Liu

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

Direct Post-Training Preference Alignment for Multi-Agent Motion Generation Models Using Implicit Feedback from Pre-training Demonstrations

Ran Tian, Kratarth Goel

机构 * UC Berkeley（加州大学伯克利分校） ； Waymo（威摩科技） 纠错

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

Comments ICLR 2025 Spotlight

Multi-Agent Deep Reinforcement Learning for Safe Autonomous Driving with RICS-Assisted MEC

Xueyao Zhang, Bo Yang, Xuelin Cao, Zhiwen Yu, George C. Alexandropoulos, Yan Zhang, Merouane Debbah, Chau Yuen

机构 * Northwestern Polytechnical University（西北工业大学） ； Harbin Engineering University（哈尔滨工程大学） ； Xidian University（西安电子科技大学） ； National and Kapodistrian University of Athens（雅典国立与卡波迪斯特里亚大学） ； University of Oslo（奥斯陆大学） ； Khalifa University（哈利法大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

Iterative Multi-Agent Reinforcement Learning: A Novel Approach Toward Real-World Multi-Echelon Inventory Optimization

Georg Ziegner, Michael Choi, Hung Mac Chan Le, Sahil Sakhuja, Arash Sarmadi

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

Comments A Capstone Report in the Field of Data Science for the Degree of Master of Liberal Arts in Extension Studies - Harvard University

The Application of MATEC (Multi-AI Agent Team Care) Framework in Sepsis Care

Andrew Cho, Jason M. Woo, Brian Shi, Aishwaryaa Udeshi, Jonathan S. H. Woo

机构 * Princeton University（普林斯顿大学） ； University of Pittsburgh（匹兹堡大学） ； University of Pennsylvania Health System（宾夕法尼亚大学医疗系统） 纠错

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

Comments 15 pages

Unreal-MAP: Unreal-Engine-Based General Platform for Multi-Agent Reinforcement Learning

Tianyi Hu, Qingxu Fu, Zhiqiang Pu, Yuan Wang, Tenghai Qiu

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Alibaba (China) Co., Ltd.（阿里巴巴（中国）有限公司） 纠错

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

A Multi-Agent Approach to Fault Localization via Graph-Based Retrieval and Reflexion

Md Nakhla Rafi, Dong Jae Kim, Tse-Hsun Chen, Shaowei Wang

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

MDocAgent: A Multi-Modal Multi-Agent Framework for Document Understanding

Siwei Han, Peng Xia, Ruiyi Zhang, Tong Sun, Yun Li, Hongtu Zhu, Huaxiu Yao

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

MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation

Kai Chen, Xinfeng Li, Tianpei Yang, Hewei Wang, Wei Dong, Yang Gao

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

Comments 24 pages

MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL

Bing Wang, Changyu Ren, Jian Yang, Xinnian Liang, Jiaqi Bai, LinZheng Chai, Zhao Yan, Qian-Wen Zhang, Di Yin, Xing Sun, Zhoujun Li

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

Comments Accepted by COLING 2025 (Oral)