AI Agent - arXivDaily 专题

2502.15338 2025-02-24 cs.LG 88%

Learning with Limited Shared Information in Multi-agent Multi-armed Bandit

Junning Shao, Siwei Wang, Zhixuan Fang

机构 * Tsinghua University（清华大学）； Shanghai Qi Zhi Institute（上海期智研究院）； Microsoft Research（微软研究院）

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

2502.14743 2025-02-24 cs.MA cs.AI 88%

Multi-Agent Coordination across Diverse Applications: A Survey

Lijun Sun, Yijun Yang, Qiqi Duan, Yuhui Shi, Chao Lyu, Yu-Cheng Chang, Chin-Teng Lin, Yang Shen

机构 * Shenzhen Technology University（深圳技术大学）； Tencent（腾讯）； Southern University of Science and Technology（南方科技大学）； Southwest University（西南大学）； University of Technology Sydney（悉尼科技大学）

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

Comments 23 pages, 4 figures, 2 tables

2204.12064 2025-02-24 cs.MA cs.AI cs.CR cs.NI 88%

PP-MARL: Efficient Privacy-Preserving Multi-Agent Reinforcement Learning for Cooperative Intelligence in Communications

Tingting Yuan, Hwei-Ming Chung, Xiaoming Fu

机构 * Georg-August-University of Göttingen（哥廷根大学）； NOOT Tech. Co., Ltd.（NOOT科技有限公司）

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

2502.14200 2025-02-21 cs.AI cs.MA 88%

Causal Mean Field Multi-Agent Reinforcement Learning

Hao Ma, Zhiqiang Pu, Yi Pan, Boyin Liu, Junlong Gao, Zhenyu Guo

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； School of Nanjing, University of Chinese Academy of Sciences（中国科学院大学南京学院）； Alibaba Group（阿里巴巴集团）

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

Journal ref Proc. 2023 International Joint Conference on Neural Networks (IJCNN), 2023, pp. 1-8

2502.02311 2025-02-21 cs.RO cs.LG cs.MA 88%

MAGNNET: Multi-Agent Graph Neural Network-based Efficient Task Allocation for Autonomous Vehicles with Deep Reinforcement Learning

Lavanya Ratnabala, Aleksey Fedoseev, Robinroy Peter, Dzmitry Tsetserukou

机构 * Skolkovo Institute of Science and Technology（斯科尔科沃科学技术研究院）

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

Comments Submitted to IEEE Intelligent Vehicle Symposium (2025)

2410.07976 2025-02-21 stat.ML cs.LG 88%

Addressing Rotational Learning Dynamics in Multi-Agent Reinforcement Learning

Baraah A. M. Sidahmed, Tatjana Chavdarova

机构 * CISPA Helmholtz Center for Information Security（CISPA亥姆霍兹信息安全中心）； Universität des Saarlandes（萨尔大学）； Politecnico di Milano（米兰理工大学）； University of California, Berkeley（加利福尼亚大学伯克利分校）

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

2405.17486 2025-02-21 quant-ph cs.ET cs.LG cs.MA 88%

eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels

Alexander DeRieux, Walid Saad

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

Comments Published in ICLR 2025, 32 pages, 17 figures

2502.13778 2025-02-20 cs.CR cs.AI 88%

Poster: SpiderSim: Multi-Agent Driven Theoretical Cybersecurity Simulation for Industrial Digitalization

Jiaqi Li, Xizhong Guo, Yang Zhao, Lvyang Zhang, Lidong Zhai

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）

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

Comments https://github.com/NRT2024/SpiderSim

2502.13165 2025-02-20 cs.MA cs.AI q-fin.TR 88%

HedgeAgents: A Balanced-aware Multi-agent Financial Trading System

Xiangyu Li, Yawen Zeng, Xiaofen Xing, Jin Xu, Xiangmin Xu

机构 * South China University of Technology（华南理工大学）； ByteDance（字节跳动）； Pazhou Lab（琶洲实验室）

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 The Web Conference 2025 (WWW 2025) and selected for an oral presentation

2502.12605 2025-02-19 cs.MA cs.LG 88%

Hypernetwork-based approach for optimal composition design in partially controlled multi-agent systems

Kyeonghyeon Park, David Molina Concha, Hyun-Rok Lee, Chi-Guhn Lee, Taesik Lee

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院）； University of Toronto（多伦多大学）； Inha University（仁荷大学）

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

2502.11133 2025-02-18 cs.LG cs.MA 88%

MasRouter: Learning to Route LLMs for Multi-Agent Systems

Yanwei Yue, Guibin Zhang, Boyang Liu, Guancheng Wan, Kun Wang, Dawei Cheng, Yiyan Qi

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

2502.11127 2025-02-18 cs.CR cs.LG cs.MA 88%

G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Shilong Wang, Guibin Zhang, Miao Yu, Guancheng Wan, Fanci Meng, Chongye Guo, Kun Wang, Yang Wang

机构 * USTC（中国科学技术大学）； Tongji University（同济大学）； Wuhan University（武汉大学）； Shanghai University（上海大学）

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

2502.10857 2025-02-18 cs.CL 88%

Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation

Haoyuan Wu, Haisheng Zheng, Zhuolun He, Bei Yu

机构 * The Chinese University of Hong Kong（香港中文大学）； Shanghai Artificial Intelligent Laboratory（上海人工智能实验室）； ChatEDA Tech（ChatEDA科技）

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

2502.10705 2025-02-18 cs.AI 88%

CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning

Quanmin Wei, Penglin Dai, Wei Li, Bingyi Liu, Xiao Wu

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

Comments Accepted by the 39th AAAI Conference on Artificial Intelligence (AAAI-25)

2502.09596 2025-02-14 cs.AI cs.MA 88%

KIMAs: A Configurable Knowledge Integrated Multi-Agent System

Zitao Li, Fei Wei, Yuexiang Xie, Dawei Gao, Weirui Kuang, Zhijian Ma, Bingchen Qian, Yaliang Li, Bolin Ding

机构 * Alibaba Group（阿里巴巴集团）

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

2502.08224 2025-02-13 cs.SE 88%

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis

Changhua Pei, Zexin Wang, Fengrui Liu, Zeyan Li, Yang Liu, Xiao He, Rong Kang, Tieying Zhang, Jianjun Chen, Jianhui Li, Gaogang Xie, Dan Pei

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

Comments Accepted by WWW'25 Industry Track

2412.15504 2025-02-13 cs.CL 88%

Mitigating Social Bias in Large Language Models: A Multi-Objective Approach within a Multi-Agent Framework

Zhenjie Xu, Wenqing Chen, Yi Tang, Xuanying Li, Cheng Hu, Zhixuan Chu, Kui Ren, Zibin Zheng, Zhichao Lu

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

Comments This work has been accepted at The 39th Annual AAAI Conference on Artificial Intelligence (AAAI-2025)

2308.11914 2025-02-13 cs.AI cs.MA 88%

Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs

Ziyi Tang, Ruilin Wang, Weixing Chen, Yongsen Zheng, Zechuan Chen, Yang Liu, Keze Wang, Tianshui Chen, Liang Lin

机构 * Sun Yat-sen University（中山大学）

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

Comments 12 pages, 9 figures. 3 tables

2502.08003 2025-02-13 cs.LG 88%

Heterogeneous Multi-agent Multi-armed Bandits on Stochastic Block Models

Mengfan Xu, Liren Shan, Fatemeh Ghaffari, Xuchuang Wang, Xutong Liu, Mohammad Hajiesmaili

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校）； Toyota Technological Institute at Chicago（芝加哥丰田技术学院）； Carnegie Mellon University（卡内基梅隆大学）

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

Comments 55 pages

2502.07928 2025-02-13 cs.SE 88%

Distributed Approach to Haskell Based Applications Refactoring with LLMs Based Multi-Agent Systems

Shahbaz Siddeeq, Zeeshan Rasheed, Malik Abdul Sami, Mahade Hasan, Muhammad Waseem, Jussi Rasku, Mika Saari, Kai-Kristian Kemell, Pekka Abrahamsson

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

2502.07819 2025-02-13 cs.AI math.OC 88%

Enhancing kidney transplantation through multi-agent kidney exchange programs: A comprehensive review and optimization models

Shayan Sharifi

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

Journal ref International Journal of Industrial Engineering Computations, 16(2). Growing Science (2024)

2502.07487 2025-02-12 cs.CL 88%

Multi-Agent Collaboration for Multilingual Code Instruction Tuning

Jian Yang, Wei Zhang, Jiaxi Yang, Yibo Miao, Shanghaoran Quan, Zhenhe Wu, Qiyao Peng, Liqun Yang, Tianyu Liu, Zeyu Cui, Binyuan Hui, Junyang Lin

机构 * Alibaba Group（阿里巴巴集团）； Shanghai Jiao Tong University（上海交通大学）； 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）

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

2502.06261 2025-02-11 cs.LG 88%

Reducing Variance Caused by Communication in Decentralized Multi-agent Deep Reinforcement Learning

Changxi Zhu, Mehdi Dastani, Shihan Wang

机构 * Utrecht University（乌得勒支大学）

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

Comments 30 pages, 6 figures, 6 tables

2502.05301 2025-02-11 cs.LG cs.MA eess.SP stat.ML 88%

Decentralized Online Ensembles of Gaussian Processes for Multi-Agent Systems

Fernando Llorente, Daniel Waxman, Petar M. Djurić

机构 * Stony Brook University（石溪大学）

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

Comments 5 pages, 2 figures. Accepted to ICASSP 2025

2502.04780 2025-02-10 cs.AI 88%

SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning

Wanjia Zhao, Mert Yuksekgonul, Shirley Wu, James Zou

机构 * Stanford University（斯坦福大学）

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

2502.04281 2025-02-07 cs.LG cs.CY cs.MA 88%

DECAF: Learning to be Fair in Multi-agent Resource Allocation

Ashwin Kumar, William Yeoh

机构 * Washington University in St Louis（圣路易斯华盛顿大学）

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

2410.11782 2025-02-07 cs.MA cs.LG 88%

G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Guibin Zhang, Yanwei Yue, Xiangguo Sun, Guancheng Wan, Miao Yu, Junfeng Fang, Kun Wang, Tianlong Chen, Dawei Cheng

机构 * Tongji University（同济大学）； Emory University（埃默里大学）

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

2403.17805 2025-02-07 cs.RO cs.LG cs.MA 88%

Scenario-Based Curriculum Generation for Multi-Agent Autonomous Driving

Axel Brunnbauer, Luigi Berducci, Peter Priller, Dejan Nickovic, Radu Grosu

机构 * Technische Universität Wien (TU Wien)（维也纳工业大学）； AVL List GmbH（AVL List有限公司）

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

Comments Accepted for publication at the International Conference on Robotics and Automation (ICRA) 2025

2502.03506 2025-02-07 cs.MA cs.LG 88%

Optimistic ε-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning

Ruoning Zhang, Siying Wang, Wenyu Chen, Yang Zhou, Zhitong Zhao, Zixuan Zhang, Ruijie Zhang

机构 * University of Electronic Science and Technology of China（电子科技大学）； Southwest Minzu University（西南民族大学）； Chengdu University of Technology（成都理工大学）； Nanyang Technological University（南洋理工大学）

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

2502.03125 2025-02-06 cs.MA cs.LG 88%

Double Distillation Network for Multi-Agent Reinforcement Learning

Yang Zhou, Siying Wang, Wenyu Chen, Ruoning Zhang, Zhitong Zhao, Zixuan Zhang

机构 * School of Computer Science and Engineering, University of Electronic Science and Technology of China（电子科技大学计算机科学与工程学院）； School of Automation Engineering, University of Electronic Science and Technology of China（电子科技大学自动化工程学院）

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

1. 多智能体 14943 篇

Learning with Limited Shared Information in Multi-agent Multi-armed Bandit

Multi-Agent Coordination across Diverse Applications: A Survey

PP-MARL: Efficient Privacy-Preserving Multi-Agent Reinforcement Learning for Cooperative Intelligence in Communications

Causal Mean Field Multi-Agent Reinforcement Learning

MAGNNET: Multi-Agent Graph Neural Network-based Efficient Task Allocation for Autonomous Vehicles with Deep Reinforcement Learning

Addressing Rotational Learning Dynamics in Multi-Agent Reinforcement Learning

eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels

Poster: SpiderSim: Multi-Agent Driven Theoretical Cybersecurity Simulation for Industrial Digitalization

HedgeAgents: A Balanced-aware Multi-agent Financial Trading System

Hypernetwork-based approach for optimal composition design in partially controlled multi-agent systems

MasRouter: Learning to Route LLMs for Multi-Agent Systems

G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation

CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning

KIMAs: A Configurable Knowledge Integrated Multi-Agent System

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis

Mitigating Social Bias in Large Language Models: A Multi-Objective Approach within a Multi-Agent Framework

Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs

Heterogeneous Multi-agent Multi-armed Bandits on Stochastic Block Models

Distributed Approach to Haskell Based Applications Refactoring with LLMs Based Multi-Agent Systems

Enhancing kidney transplantation through multi-agent kidney exchange programs: A comprehensive review and optimization models

Multi-Agent Collaboration for Multilingual Code Instruction Tuning

Reducing Variance Caused by Communication in Decentralized Multi-agent Deep Reinforcement Learning

Decentralized Online Ensembles of Gaussian Processes for Multi-Agent Systems

SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning

DECAF: Learning to be Fair in Multi-agent Resource Allocation

G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Scenario-Based Curriculum Generation for Multi-Agent Autonomous Driving

Optimistic ε-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning

Double Distillation Network for Multi-Agent Reinforcement Learning