AI Agent

Minimax-Optimal Multi-Agent Robust Reinforcement Learning

Yuchen Jiao, Gen Li

机构 * School of Information and Electronics, Beijing Institute of Technology（北京理工大学信息与电子学院） ； Department of Statistics, The Chinese University of Hong Kong（香港中文大学统计系） 纠错

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

Multi-Agent Q-Learning for Real-Time Load Balancing User Association and Handover in Mobile Networks

Alireza Alizadeh, Byungju Lim, Mai Vu

机构 * Tufts University（塔夫茨大学） ； Pukyong National University（釜庆国立大学） 纠错

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

Decentralized Upper Confidence Bound Algorithms for Homogeneous Multi-Agent Multi-Armed Bandits

Jingxuan Zhu, Ethan Mulle, Christopher S. Smith, Alec Koppel, Ji Liu

机构 * E-Surfing Digital Life Technology Co., Ltd.（天翼数字生活科技有限公司） ； Stony Brook University（石溪大学） ； University of California Santa Cruz（加州大学圣克鲁兹分校） ； J.P. Morgan AI Research（摩根大通AI研究院） 纠错

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

Comments [v3] and [v4] are different works with different algorithm designs. A shortened version of [v3] was published in the 63rd IEEE Conference on Decision and Control, and a shortened version of [v4] was accepted in IEEE Transactions on Automatic Control

Multi-Agent Collaboration in Incident Response with Large Language Models

Zefang Liu

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

Dynamic Multi-Agent Orchestration and Retrieval for Multi-Source Question-Answer Systems using Large Language Models

Antony Seabra, Claudio Cavalcante, Joao Nepomuceno, Lucas Lago, Nicolaas Ruberg, Sergio Lifschitz

机构 * BNDES - Área de Tecnologia da Informação（巴西国家经济社会发展银行信息技术部） ； PUC-Rio（里约热内卢天主教大学） 纠错

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

Comments International Conference on NLP, AI, Computer Science & Engineering (NLAICSE 2024)

Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning

Yangkun Chen, Kai Yang, Jian Tao, Jiafei Lyu

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

Comments AAAI 2025

An Introduction to Centralized Training for Decentralized Execution in Cooperative Multi-Agent Reinforcement Learning

Christopher Amato

机构 * Northeastern University（东北大学） 纠错

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

Comments arXiv admin note: substantial text overlap with arXiv:2405.06161

PsyDraw: A Multi-Agent Multimodal System for Mental Health Screening in Left-Behind Children

Yiqun Zhang, Xiaocui Yang, Xiaobai Li, Siyuan Yu, Yi Luan, Shi Feng, Daling Wang, Yifei Zhang

机构 * Northeastern University（东北大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Unitec Media Company Limited（Unitec媒体有限公司） 纠错

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

Comments preprint

Multi-Agent Trajectory Prediction with Difficulty-Guided Feature Enhancement Network

Guipeng Xin, Duanfeng Chu, Liping Lu, Zejian Deng, Yuang Lu, Xigang Wu

机构 * Wuhan University of Technology（武汉理工大学） ； 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） ； University of Waterloo（滑铁卢大学） 纠错

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

TrendSim: Simulating Trending Topics in Social Media Under Poisoning Attacks with LLM-based Multi-agent System

Zeyu Zhang, Jianxun Lian, Chen Ma, Yaning Qu, Ye Luo, Lei Wang, Rui Li, Xu Chen, Yankai Lin, Le Wu, Xing Xie, Ji-Rong Wen

机构 * Renmin University of China（中国人民大学） ； Microsoft Research Asia（微软亚洲研究院） ； Hefei University of Technology（合肥工业大学） 纠错

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

Comments 19 pages, 9 tables, 8 figure

Anytime Multi-Agent Path Finding with an Adaptive Delay-Based Heuristic

Thomy Phan, Benran Zhang, Shao-Hung Chan, Sven Koenig

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

Comments Accepted to AAAI 2025

Challenges Faced by Large Language Models in Solving Multi-Agent Flocking

Peihan Li, Vishnu Menon, Bhavanaraj Gudiguntla, Daniel Ting, Lifeng Zhou

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

Cluster-Based Multi-Agent Task Scheduling for Space-Air-Ground Integrated Networks

Zhiying Wang, Gang Sun, Yuhui Wang, Hongfang Yu, Dusit Niyato

机构 * School of Information and Communication Engineering, University of Electronic Science and Technology of China（电子科技大学信息与通信工程学院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学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)；分类 cs.LG

Quantum-Train-Based Distributed Multi-Agent Reinforcement Learning

Kuan-Cheng Chen, Samuel Yen-Chi Chen, Chen-Yu Liu, Kin K. Leung

机构 * Imperial College London（帝国理工学院） ； Wells Fargo（富国银行） ； National Taiwan University（国立台湾大学） ； Hon Hai Research Institute（鸿海研究院） 纠错

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

AI-Press: A Multi-Agent News Generating and Feedback Simulation System Powered by Large Language Models

Xiawei Liu, Shiyue Yang, Xinnong Zhang, Haoyu Kuang, Libo Sun, Yihang Yang, Siming Chen, Xuanjing Huang, Zhongyu Wei

机构 * School of Data Science, Fudan University（复旦大学数据科学学院） ； Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University（复旦大学类脑智能科学与技术研究院） ； School of Computer Science, Fudan University（复旦大学计算机科学学院） ； Research Institute of Intelligent Complex Systems（智能复杂体系研究院） 纠错

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

Comments 18 pages, 4 figures

DCMAC: Demand-aware Customized Multi-Agent Communication via Upper Bound Training

Dongkun Huo, Huateng Zhang, Yixue Hao, Yuanlin Ye, Long Hu, Rui Wang, Min Chen

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

Comments Paper has errors and needs to be revised and submitted

Multi-Agent Hybrid SAC for Joint SS-DSA in CRNs

David R. Nickel, Anindya Bijoy Das, David J. Love, Christopher G. Brinton

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

Comments Upon further exploration, model is not converging as expected under current formulation. We are working to update the inputs and objective so that it performs in an expected manner

Breaking Event Rumor Detection via Stance-Separated Multi-Agent Debate

Mingqing Zhang, Haisong Gong, Qiang Liu, Shu Wu, Liang Wang

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

Educational-Psychological Dialogue Robot Based on Multi-Agent Collaboration

Shiwen Ni, Min Yang

机构 * Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） 纠错

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

Journal ref ICSR 2024

A Local Information Aggregation based Multi-Agent Reinforcement Learning for Robot Swarm Dynamic Task Allocation

Yang Lv, Jinlong Lei, Peng Yi

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

Integrating Transit Signal Priority into Multi-Agent Reinforcement Learning based Traffic Signal Control

Dickness Kakitahi Kwesiga, Suyash Chandra Vishnoi, Angshuman Guin, Michael Hunter

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

An open source Multi-Agent Deep Reinforcement Learning Routing Simulator for satellite networks

Federico Lozano-Cuadra, Mathias D. Thorsager, Israel Leyva-Mayorga, Beatriz Soret

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

Exploration of LLM Multi-Agent Application Implementation Based on LangGraph+CrewAI

Zhihua Duan, Jialin Wang

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

Lattice $ϕ^{4}$ field theory as a multi-agent system of financial markets

Dimitrios Bachtis

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

Comments Code is available from https://github.com/dbachtis/phifm

Multi-agent reinforcement learning for the control of three-dimensional Rayleigh-Bénard convection

Joel Vasanth, Jean Rabault, Francisco Alcántara-Ávila, Mikael Mortensen, Ricardo Vinuesa

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

Comments Submitted to the special issue titled 'Machine Learning for Fluid Dynamics' in the journal Flow, Turbulence and Combusion. 39 pages and 20 figures

Safe Multi-Agent Reinforcement Learning with Convergence to Generalized Nash Equilibrium

Zeyang Li, Navid Azizan

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

Scalable spectral representations for multi-agent reinforcement learning in network MDPs

Zhaolin Ren, Runyu Zhang, Bo Dai, Na Li

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

Comments Updated title, corrected an issue with an author's name

A Distributed Approach to Autonomous Intersection Management via Multi-Agent Reinforcement Learning

Matteo Cederle, Marco Fabris, Gian Antonio Susto

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

Comments 15 pages, 2 figures, submitted to Agents in Traffic and Transportation (ATT2024). Status: accepted

Journal ref ATT'24: Workshop Agents in Traffic and Transportation, Vol. 3813, Session 1: Reinforcement Learning and traffic management, pp 1-15, Oct 19, 2024, Santiago de Compostela, Spain (available at https://ceur-ws.org/Vol-3813/1.pdf)

Evaluating Creativity and Deception in Large Language Models: A Simulation Framework for Multi-Agent Balderdash

Parsa Hejabi, Elnaz Rahmati, Alireza S. Ziabari, Preni Golazizian, Jesse Thomason, Morteza Dehghani

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

Comments Accepted at Wordplay: When Language Meets Games @ ACL 2024

FinVision: A Multi-Agent Framework for Stock Market Prediction

Sorouralsadat Fatemi, Yuheng Hu

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

Comments Accepted at ICAIF 2024