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AI 大模型

AI Agent

智能体、工具调用、规划、工作流、多智能体和自主任务执行。

共收录 14943 信号源:cs.AI, cs.CL, cs.LG, cs.SE

1. 多智能体 14943 篇

2509.05051 2025-09-08 quant-ph cs.LG 88%

QCA-MolGAN: Quantum Circuit Associative Molecular GAN with Multi-Agent Reinforcement Learning

Aaron Mark Thomas, Yu-Cheng Chen, Hubert Okadome Valencia, Sharu Theresa Jose, Ronin Wu

机构 * Department of Computer Science(计算机科学系) University of Birmingham(伯明翰大学) QunaSys Europe(QunaSys欧洲分公司) Hon Hai Research Institute(鸿海研究机构) Departement of Computer Science(计算机科学系)

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

Comments Accepted to the proceedings of IEEE Quantum Artificial Intelligence, 6 pages, 3 figures

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2509.04876 2025-09-08 cs.AI 88%

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University(中山大学) 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

Comments Accepted at EMNLP 2025 (Long Paper)

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2509.03682 2025-09-05 cs.LG 88%

A Comprehensive Review of Multi-Agent Reinforcement Learning in Video Games

Zhengyang Li, Qijin Ji, Xinghong Ling, Quan Liu

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

Comments IEEE Transactions on Games, 2025

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2509.02515 2025-09-03 cs.MA cs.AI 88%

Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems

Costin Bădică, Amelia Bădică, Maria Ganzha, Mirjana Ivanović, Marcin Paprzycki, Dan Selişteanu, Zofia Wrona

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

Comments The paper has 33 pages and it contains 1 figure and 2 tables

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2508.09889 2025-09-03 cs.AI 88%

Profile-Aware Maneuvering: A Dynamic Multi-Agent System for Robust GAIA Problem Solving by AWorld

Zhitian Xie, Qintong Wu, Chengyue Yu, Chenyi Zhuang, Jinjie Gu

机构 * AWorld Team, Inclusion AI(Inclusion AI团队)

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

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2507.08325 2025-09-03 cs.CL cs.MA 88%

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation

Yinzhu Quan, Xinrui Li, Ying Chen

机构 * Georgia Institute of Technology(佐治亚理工学院) ByteDance Inc.(字节跳动公司)

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

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2508.21803 2025-09-01 cs.AI cs.MA 88%

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture

Yeawon Lee, Xiaoyang Wang, Christopher C. Yang

机构 * Drexel University(德雷塞尔大学)

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

Comments Accepted to The 16th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025)(Poster Paper)

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2508.20818 2025-08-29 cs.LG cs.MA 88%

cMALC-D: Contextual Multi-Agent LLM-Guided Curriculum Learning with Diversity-Based Context Blending

Anirudh Satheesh, Keenan Powell, Hua Wei

机构 * Department of Computer Science, University of Maryland, College Park, Maryland, USA(美国马里兰大学计算机科学系) School of Computing and Augmented Intelligence, Arizona State University, Tempe, Arizona, USA(亚利桑那州立大学计算与增强智能学院)

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

Comments A shorter version has been accepted to the 2025 Conference on Information and Knowledge Management

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2508.20816 2025-08-29 cs.CR cs.AI 88%

Multi-Agent Penetration Testing AI for the Web

Isaac David, Arthur Gervais

机构 * University College London(伦敦大学学院)

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

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2508.18675 2025-08-27 cs.SE 88%

Requirements Development and Formalization for Reliable Code Generation: A Multi-Agent Vision

Xu Lu, Weisong Sun, Yiran Zhang, Ming Hu, Cong Tian, Zhi Jin, Yang Liu

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

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2508.18108 2025-08-26 cs.CL 88%

SentiMM: A Multimodal Multi-Agent Framework for Sentiment Analysis in Social Media

Xilai Xu, Zilin Zhao, Chengye Song, Zining Wang, Jinhe Qiang, Jiongrui Yan, Yuhuai Lin

机构 * College of Information and Electrical Engineering, China Agricultural University(信息与电气工程学院,中国农业大学) College of Software, Jilin University(软件学院,吉林大学) College of Communication Engineering, Jilin University(通信工程学院,吉林大学)

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

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2508.17565 2025-08-26 cs.AI 88%

TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Feng Tian, Flora D. Salim, Hao Xue

机构 * The University of New South Wales(新南威尔士大学) University of New South Wales(新南威尔士大学)

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

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2507.09497 2025-08-26 cs.CL 88%

GoalfyMax: A Protocol-Driven Multi-Agent System for Intelligent Experience Entities

Siyi Wu, Zeyu Wang, Xinyuan Song, Zhengpeng Zhou, Lifan Sun, Tianyu Shi

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

Comments The author information is incorrect, some contributors are not included, and the submission has not been approved by all authors

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2503.06791 2025-08-26 cs.RO cs.AI cs.HC cs.MA 88%

AutoMisty: A Multi-Agent LLM Framework for Automated Code Generation in the Misty Social Robot

Xiao Wang, Lu Dong, Sahana Rangasrinivasan, Ifeoma Nwogu, Srirangaraj Setlur, Venugopal Govindaraju

机构 * State University of New York at Buffalo(纽约州立大学布法罗分校) Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham(计算机科学与工程系,阿米特拉学校 computing,阿米特拉世界大学)

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

Comments Accepted by IROS 2025

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2409.12516 2025-08-26 q-fin.CP cs.AI cs.MA q-fin.TR 88%

A Multi-agent Market Model Can Explain the Impact of AI Traders in Financial Markets -- A New Microfoundations of GARCH model

Kei Nakagawa, Masanori Hirano, Kentaro Minami, Takanobu Mizuta

机构 * Nomura Asset Management Co,Ltd., Japan(摩根士丹利资产管理部门(日本)) Preferred Netqorks, Inc., Japan(Preferred Networks株式会社(日本)) PayPay Corporation, Japan(PayPay公司(日本)) SPARX Asset Management Co., Ltd., Japan(SPARX资产管理部门(日本))

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

Comments Accepted PRIMA2024

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2403.10112 2025-08-26 cs.AI cs.CR cs.MA cs.NE 88%

Evasive Active Hypothesis Testing with Deep Neuroevolution: The Single- and Multi-Agent Cases

George Stamatelis, Angelos-Nikolaos Kanatas, Ioannis Asprogerakas, George C. Alexandropoulos

机构 * Department of Informatics and Telecommunications, National and Kapodistrian University of Athens(信息与电信系,国家与卡波迪斯蒂亚大学) Department of Electrical and Computer Engineering, University of Illinois Chicago(电气与计算机工程系,伊利诺伊大学香槟分校) School of Electrical and Computer Engineering, National Technical University of Athens(电气与计算机工程系,国家技术大学)

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

Comments Under review at an IEEE journal, shorter conference version presented at IEEE ICC 2024

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2508.16659 2025-08-26 cs.CY cs.AI cs.HC 88%

Enabling Multi-Agent Systems as Learning Designers: Applying Learning Sciences to AI Instructional Design

Jiayi Wang, Ruiwei Xiao, Xinying Hou, John Stamper

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

Comments under review for an [anonymized according to the conference policy] conference

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2503.05970 2025-08-25 cs.LG eess.SP 88%

Partially Decentralized Multi-Agent Q-Learning via Digital Cousins for Wireless Networks

Talha Bozkus, Urbashi Mitra

机构 * Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California(明希德电气与计算机工程系,南加州大学)

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

Comments This work has been submitted to the IEEE for possible publication

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2508.14654 2025-08-21 cs.AI 88%

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration

Peilin Ji, Xiao Xue, Simeng Wang, Wenhao Yan

机构 * College of Intelligence and Computing(智能与计算学院)

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

Comments 17 pages including appendix, 6 figures

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2507.02755 2025-08-21 eess.AS cs.AI 88%

Multi-agent Auditory Scene Analysis

Caleb Rascon, Luis Gato-Diaz, Eduardo García-Alarcón

机构 * M365 Core, Microsoft Corporation(微软公司)

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

Comments Submitted to Applied Soft Computing

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2502.14496 2025-08-21 cs.CL 88%

Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization

Zhitao He, Zijun Liu, Peng Li, Yi R. Fung, Ming Yan, Ji Zhang, Fei Huang, Yang Liu

机构 * Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China(人工智能产业研究院(AIR),清华大学,北京,中国) Dept. of Comp. Sci. & Tech., Institute for AI, Tsinghua University, Beijing, China(计算机科学与技术系,人工智能研究院,清华大学,北京,中国) Hong Kong University of Science and Technology, Hong Kong, China(香港科技大学,香港,中国) Tongyi Lab, Alibaba Group(通义实验室,阿里巴巴集团)

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

Comments Published in COLM2025

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2508.14131 2025-08-21 cs.MA cs.AI 88%

An Improved Multi-Agent Algorithm for Cooperative and Competitive Environments by Identifying and Encouraging Cooperation among Agents

Junjie Qi, Siqi Mao, Tianyi Tan

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

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2508.13608 2025-08-20 eess.SY cs.LG cs.SY math.OC 88%

Towards safe control parameter tuning in distributed multi-agent systems

Abdullah Tokmak, Thomas B. Schön, Dominik Baumann

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

Comments Accepted to CDC 2025

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2508.12683 2025-08-19 cs.MA cs.AI 88%

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications

David J. Moore

机构 * Independent Researcher(独立研究者)

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

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2508.11567 2025-08-18 cs.CL 88%

AgentMental: An Interactive Multi-Agent Framework for Explainable and Adaptive Mental Health Assessment

Jinpeng Hu, Ao Wang, Qianqian Xie, Hui Ma, Zhuo Li, Dan Guo

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

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2508.10423 2025-08-15 cs.RO cs.AI cs.SY eess.SY 88%

MASH: Cooperative-Heterogeneous Multi-Agent Reinforcement Learning for Single Humanoid Robot Locomotion

Qi Liu, Xiaopeng Zhang, Mingshan Tan, Shuaikang Ma, Jinliang Ding, Yanjie Li

机构 * Faculty of Robot Science and Engineering, Northeastern University(机器人科学与工程学院,东北大学) Guangdong Key Laboratory of Intelligent Morphing Mechanisms and Adaptive Robotics and School of Intelligence Science and Engineering, the Harbin Institute of Technology Shenzhen(智能变形机制与适应机器人重点实验室和智能科学与工程学院,哈尔滨工业大学深圳)

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

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2508.10253 2025-08-15 cs.LG 88%

Multi-Agent Reinforcement Learning for Adaptive Resource Orchestration in Cloud-Native Clusters

Guanzi Yao, Heyao Liu, Linyan Dai

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

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2507.15727 2025-08-15 cs.LG cs.GT cs.MA 88%

Competitive Algorithms for Multi-Agent Ski-Rental Problems

Xuchuang Wang, Bo Sun, Hedyeh Beyhaghi, John C. S. Lui, Mohammad Hajiesmaili, Adam Wierman

机构 * University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校) University of Ottawa(渥太华大学) The Chinese University of Hong Kong(香港中文大学) California Institute of Technology(加州理工学院)

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

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2508.09893 2025-08-14 cs.AI 88%

RAGulating Compliance: A Multi-Agent Knowledge Graph for Regulatory QA

Bhavik Agarwal, Hemant Sunil Jomraj, Simone Kaplunov, Jack Krolick, Viktoria Rojkova

机构 * MasterControl AI Research(MasterControl AI研究院)

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

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2506.22557 2025-08-14 cs.CR cs.LG 88%

MetaCipher: A Time-Persistent and Universal Multi-Agent Framework for Cipher-Based Jailbreak Attacks for LLMs

Boyuan Chen, Minghao Shao, Abdul Basit, Siddharth Garg, Muhammad Shafique

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

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