AI Agent

Position: Towards a Responsible LLM-empowered Multi-Agent Systems

Jinwei Hu, Yi Dong, Shuang Ao, Zhuoyun Li, Boxuan Wang, Lokesh Singh, Guangliang Cheng, Sarvapali D. Ramchurn, Xiaowei Huang

机构 * University of Liverpool（利物浦大学） ； University of Southampton（南安普顿大学） 纠错

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

Comments Under Review

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning

Yoann Poupart, Aurélie Beynier, Nicolas Maudet

机构 * LIP6, Sorbonne University（巴黎第六大学（索邦大学）LIP6实验室） 纠错

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

Multi-agent Multi-armed Bandit with Fully Heavy-tailed Dynamics

Xingyu Wang, Mengfan Xu

机构 * University of Amsterdam（阿姆斯特丹大学） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

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

Comments 40 pages

Autonomous Legacy Web Application Upgrades Using a Multi-Agent System

Valtteri Ala-Salmi, Zeeshan Rasheed, Abdul Malik Sami, Zheying Zhang, Kai-Kristian Kemell, Jussi Rasku, Shahbaz Siddeeq, Mika Saari, Pekka Abrahamsson

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

Comments 13 pages, 2 figures

O-MAPL: Offline Multi-agent Preference Learning

The Viet Bui, Tien Mai, Hong Thanh Nguyen

机构 * School of Computing and Information Systems, Singapore Management University（新加坡管理大学计算与信息系统学院） ； University of Oregon（俄勒冈大学） 纠错

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

Breaking the Curse of Multiagency in Robust Multi-Agent Reinforcement Learning

Laixi Shi, Jingchu Gai, Eric Mazumdar, Yuejie Chi, Adam Wierman

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

LLM-powered Multi-agent Framework for Goal-oriented Learning in Intelligent Tutoring System

Tianfu Wang, Yi Zhan, Jianxun Lian, Zhengyu Hu, Nicholas Jing Yuan, Qi Zhang, Xing Xie, Hui Xiong

机构 * HKUST (GZ)（香港科技大学（广州）） ； Microsoft Inc.（微软公司） ； Microsoft Research Asia（微软亚洲研究院） 纠错

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

Comments Accepted by WWW 2025 (Industry Track)

Contextual Knowledge Sharing in Multi-Agent Reinforcement Learning with Decentralized Communication and Coordination

Hung Du, Srikanth Thudumu, Hy Nguyen, Rajesh Vasa, Kon Mouzakis

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

CSAOT: Cooperative Multi-Agent System for Active Object Tracking

Hy Nguyen, Bao Pham, Hung Du, Srikanth Thudumu, Rajesh Vasa, Kon Mouzakis

机构 * Applied Artificial Intelligence Institute, Deakin University（迪肯大学应用人工智能学院） 纠错

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

Map Prediction and Generative Entropy for Multi-Agent Exploration

Alexander Spinos, Bradley Woosley, Justin Rokisky, Christopher Korpela, John G. Rogers, Brian A. Bittner

机构 * Johns Hopkins University（约翰斯·霍普金斯大学） ； Applied Physics Lab（应用物理实验室） ； DEVCOM Army Research Lab（DEVCOM陆军研究实验室） 纠错

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

An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management

Eslam Eldeeb, Hirley Alves

机构 * Centre for Wireless Communications (CWC)（无线通信中心） ； University of Oulu（奥卢大学） 纠错

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

HIVEX: A High-Impact Environment Suite for Multi-Agent Research (extended version)

Philipp Dominic Siedler

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

Tackling Uncertainties in Multi-Agent Reinforcement Learning through Integration of Agent Termination Dynamics

Somnath Hazra, Pallab Dasgupta, Soumyajit Dey

机构 * IIT Kharagpur（印度理工学院卡哈拉格普尔分校） ； Synopsys（新思科技） 纠错

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

GTDE: Grouped Training with Decentralized Execution for Multi-agent Actor-Critic

Mengxian Li, Qi Wang, Yongjun Xu

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

AutoCBT: An Autonomous Multi-agent Framework for Cognitive Behavioral Therapy in Psychological Counseling

Ancheng Xu, Di Yang, Renhao Li, Jingwei Zhu, Minghuan Tan, Min Yang, Wanxin Qiu, Mingchen Ma, Haihong Wu, Bingyu Li, Feng Sha, Chengming Li, Xiping Hu, Qiang Qu, Derek F. Wong, Ruifeng Xu

机构 * Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） ； University of Chinese Academy of Sciences（中国科学院大学） ； University of Science and Technology of China（中国科学技术大学） ； University of Macau（澳门大学） ； Shenzhen University（深圳大学） ； Shenzhen MSU-BIT University（深圳北理莫斯科大学） ； Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳）） 纠错

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

Cooperative Patrol Routing: Optimizing Urban Crime Surveillance through Multi-Agent Reinforcement Learning

Juan Palma-Borda, Eduardo Guzmán, María-Victoria Belmonte

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

BioAgents: Democratizing Bioinformatics Analysis with Multi-Agent Systems

Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi

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

MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification

Saptarshi Sengupta, Harsh Vashistha, Kristal Curtis, Akshay Mallipeddi, Abhinav Mathur, Joseph Ross, Liang Gou

机构 * Splunk Inc（Splunk公司） 纠错

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

GUTS: Generalized Uncertainty-Aware Thompson Sampling for Multi-Agent Active Search

Nikhil Angad Bakshi, Tejus Gupta, Ramina Ghods, Jeff Schneider

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Comments 7 pages, 5 figures, 1 table, for associated video see: https://youtu.be/K0jkzdQ_j2E , published in International Conference on Robotics and Automation (ICRA) 2023. Outstanding Deployed Systems Paper Winner

CoDe: Communication Delay-Tolerant Multi-Agent Collaboration via Dual Alignment of Intent and Timeliness

Shoucheng Song, Youfang Lin, Sheng Han, Chang Yao, Hao Wu, Shuo Wang, Kai Lv

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

Comments AAAI 2025 Accepted

A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application

Shuaihang Chen, Yuanxing Liu, Wei Han, Weinan Zhang, Ting Liu

机构 * Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments 13 pages, 1 figure, 3 tables

Beyond Joint Demonstrations: Personalized Expert Guidance for Efficient Multi-Agent Reinforcement Learning

Peihong Yu, Manav Mishra, Alec Koppel, Carl Busart, Priya Narayan, Dinesh Manocha, Amrit Bedi, Pratap Tokekar

机构 * University of Maryland（马里兰大学） ； IISER Bhopal（博帕尔印度科学教育与研究所） ； JP Morgan Chase & Co.（摩根大通公司） ； DEVCOM Army Research Laboratory（DEVCOM陆军研究实验室） ； University of Central Florida（中佛罗里达大学） 纠错

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

Comments accepted in Transactions on Machine Learning Research

PIMAEX: Multi-Agent Exploration through Peer Incentivization

Michael Kölle, Johannes Tochtermann, Julian Schönberger, Gerhard Stenzel, Philipp Altmann, Claudia Linnhoff-Popien

机构 * Institute of Informatics, LMU Munich（慕尼黑大学信息学研究所） 纠错

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

Comments Accepted at ICAART 2025

Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks

Shengbin Yue, Siyuan Wang, Wei Chen, Xuanjing Huang, Zhongyu Wei

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

Comments Accepted by AAAI2025

Multi-Agent Quantum Reinforcement Learning using Evolutionary Optimization

Michael Kölle, Felix Topp, Thomy Phan, Philipp Altmann, Jonas Nüßlein, Claudia Linnhoff-Popien

机构 * Institute of Informatics, LMU Munich（慕尼黑大学信息学研究所） ； University of Southern California（南加州大学） 纠错

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

MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation

Chia-Yuan Chang, Zhimeng Jiang, Vineeth Rakesh, Menghai Pan, Chin-Chia Michael Yeh, Guanchu Wang, Mingzhi Hu, Zhichao Xu, Yan Zheng, Mahashweta Das, Na Zou

机构 * Texas A&M University（德克萨斯农工大学） ； Visa Research（Visa研究院） ； Worcester Polytechnic Institute（伍斯特理工学院） ； University of Utah（犹他大学） ； University of Houston（休斯顿大学） 纠错

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

M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference

Chuxiong Sun, Peng He, Qirui Ji, Zehua Zang, Jiangmeng Li, Rui Wang, Wei Wang

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

Distributed Multi-Agent Reinforcement Learning with One-hop Neighbors and Compute Straggler Mitigation

Baoqian Wang, Junfei Xie, Nikolay Atanasov

机构 * The Boeing Company（波音公司） ； San Diego State University（圣地亚哥州立大学） ； University of California San Diego（加州大学圣迭戈分校） 纠错

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

Comments This is an extended journal version of the previous conference version and is accepted to the journal IEEE Transactions on Control of Network Systems

Game Theory and Multi-Agent Reinforcement Learning : From Nash Equilibria to Evolutionary Dynamics

Neil De La Fuente, Miquel Noguer i Alonso, Guim Casadellà

机构 * AIFI（AIFI机构） ； AllRead（AllRead机构） 纠错

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

Comments 22 pages

A Multi-Agent Multi-Environment Mixed Q-Learning for Partially Decentralized Wireless Network Optimization

Talha Bozkus, Urbashi Mitra

机构 * University of Southern California（南加州大学） 纠错

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

Comments Accepted to 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025)