AI Agent - arXivDaily 专题

2412.15639 2024-12-25 cs.MA cs.AI cs.LG 88%

Tacit Learning with Adaptive Information Selection for Cooperative Multi-Agent Reinforcement Learning

Lunjun Liu, Weilai Jiang, Yaonan Wang

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

Comments Accepted by AAMAS 2025 (Extended Abstract)

2308.10721 2024-12-25 cs.LG cs.AI cs.MA 88%

CoMIX: A Multi-agent Reinforcement Learning Training Architecture for Efficient Decentralized Coordination and Independent Decision-Making

Giovanni Minelli, Mirco Musolesi

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

2409.08406 2024-12-20 cs.CL cs.AI 88%

Knowledge Tagging with Large Language Model based Multi-Agent System

Hang Li, Tianlong Xu, Ethan Chang, Qingsong Wen

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

Comments Accepted by AAAI 2025 (AAAI/IAAI 2025 Innovative Application Award)

2412.13471 2024-12-19 cs.AI cs.CL 88%

Gradual Vigilance and Interval Communication: Enhancing Value Alignment in Multi-Agent Debates

Rui Zou, Mengqi Wei, Jintian Feng, Qian Wan, Jianwen Sun, Sannyuya Liu

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

2407.16252 2024-12-17 cs.CL cs.AI cs.CV 88%

LawLuo: A Multi-Agent Collaborative Framework for Multi-Round Chinese Legal Consultation

Jingyun Sun, Chengxiao Dai, Zhongze Luo, Yangbo Chang, Yang Li

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

Comments 13 pages

2412.10434 2024-12-17 cs.CL cs.AI cs.DB 88%

NAT-NL2GQL: A Novel Multi-Agent Framework for Translating Natural Language to Graph Query Language

Yuanyuan Liang, Tingyu Xie, Gan Peng, Zihao Huang, Yunshi Lan, Weining Qian

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

Comments 12 pages,6 figures

2412.09796 2024-12-16 cs.CL cs.AI 88%

AutoPatent: A Multi-Agent Framework for Automatic Patent Generation

Qiyao Wang, Shiwen Ni, Huaren Liu, Shule Lu, Guhong Chen, Xi Feng, Chi Wei, Qiang Qu, Hamid Alinejad-Rokny, Yuan Lin, Min Yang

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

Comments 19 pages, 7 figures

2412.06828 2024-12-11 cs.CL cs.AI 88%

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Fang Zeng, Zhiliang Lyu, Quanzheng Li, Xiang Li

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

2410.21521 2024-12-04 cs.LG cs.AI cs.MA cs.NI 88%

A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications

Sriniketh Vangaru, Daniel Rosen, Dylan Green, Raphael Rodriguez, Maxwell Wiecek, Amos Johnson, Alyse M. Jones, William C. Headley

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

Comments Accepted to IEEE CCNC 2025. Added revisions from paper reviews

2412.01075 2024-12-03 cs.LG cs.AI 88%

Multi-Agent Deep Reinforcement Learning for Distributed and Autonomous Platoon Coordination via Speed-regulation over Large-scale Transportation Networks

Dixiao Wei, Peng Yi, Jinlong Lei, Xingyi Zhu

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

2412.00534 2024-12-03 cs.LG cs.AI cs.MA 88%

Towards Fault Tolerance in Multi-Agent Reinforcement Learning

Yuchen Shi, Huaxin Pei, Liang Feng, Yi Zhang, Danya Yao

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

Comments 14 pages, 13 figures

2411.16189 2024-11-26 cs.AI cs.CL cs.MA 88%

Enhancing Multi-Agent Consensus through Third-Party LLM Integration: Analyzing Uncertainty and Mitigating Hallucinations in Large Language Models

Zhihua Duan, Jialin Wang

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

2312.01472 2024-11-26 cs.LG cs.AI cs.MA 88%

BenchMARL: Benchmarking Multi-Agent Reinforcement Learning

Matteo Bettini, Amanda Prorok, Vincent Moens

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

2408.03329 2024-11-26 cs.NI cs.AI cs.LG 88%

Coverage-aware and Reinforcement Learning Using Multi-agent Approach for HD Map QoS in a Realistic Environment

Jeffrey Redondo, Zhenhui Yuan, Nauman Aslam, Juan Zhang

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

Journal ref 2024 11th International Conference on Wireless Networks and Mobile Communications (WINCOM)

2411.11758 2024-11-19 cs.CV cs.AI cs.CL 88%

The Power of Many: Multi-Agent Multimodal Models for Cultural Image Captioning

Longju Bai, Angana Borah, Oana Ignat, Rada Mihalcea

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

2411.11099 2024-11-19 cs.LG cs.AI stat.ML 88%

Mitigating Relative Over-Generalization in Multi-Agent Reinforcement Learning

Ting Zhu, Yue Jin, Jeremie Houssineau, Giovanni Montana

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

Comments Published in Transactions on Machine Learning Research (11/2024)

2403.04783 2024-11-15 cs.LG cs.CL cs.CR 88%

AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks

Yifan Zeng, Yiran Wu, Xiao Zhang, Huazheng Wang, Qingyun Wu

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

2411.07634 2024-11-13 cs.AI cs.LG cs.MA cs.NE 88%

Exploring Multi-Agent Reinforcement Learning for Unrelated Parallel Machine Scheduling

Maria Zampella, Urtzi Otamendi, Xabier Belaunzaran, Arkaitz Artetxe, Igor G. Olaizola, Giuseppe Longo, Basilio Sierra

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

Comments 11 pages, 5 figures, 4 tables, article submitted to a journal

2411.01442 2024-11-08 cs.AI cs.LG cs.MA 88%

Online Relational Inference for Evolving Multi-agent Interacting Systems

Beomseok Kang, Priyabrata Saha, Sudarshan Sharma, Biswadeep Chakraborty, Saibal Mukhopadhyay

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

Comments Accepted at NeurIPS 2024

2408.07930 2024-11-08 cs.CL cs.AI 88%

MAG-SQL: Multi-Agent Generative Approach with Soft Schema Linking and Iterative Sub-SQL Refinement for Text-to-SQL

Wenxuan Xie, Gaochen Wu, Bowen Zhou

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

Comments 22 pages, 14 figures

2304.05872 2024-11-08 cs.AI cs.LG cs.MA 88%

Learning to Communicate and Collaborate in a Competitive Multi-Agent Setup to Clean the Ocean from Macroplastics

Philipp Dominic Siedler

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

Comments Tackling Climate Change with Machine Learning Workshop at the 11th International Conference on Learning Representations (ICLR 2023)

2411.03519 2024-11-07 cs.DC cs.AI cs.LG cs.MA 88%

AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution

Zhiqiang Xie, Hao Kang, Ying Sheng, Tushar Krishna, Kayvon Fatahalian, Christos Kozyrakis

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

2410.20424 2024-11-07 cs.AI cs.CL 88%

AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions

Ziming Li, Qianbo Zang, David Ma, Jiawei Guo, Tuney Zheng, Minghao Liu, Xinyao Niu, Yue Wang, Jian Yang, Jiaheng Liu, Wanjun Zhong, Wangchunshu Zhou, Wenhao Huang, Ge Zhang

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

Comments 44 pages, 10 figures

2411.03284 2024-11-06 cs.AI cs.CL cs.MA 88%

SMoA: Improving Multi-agent Large Language Models with Sparse Mixture-of-Agents

Dawei Li, Zhen Tan, Peijia Qian, Yifan Li, Kumar Satvik Chaudhary, Lijie Hu, Jiayi Shen

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

Comments Under Review

2411.02584 2024-11-06 cs.AI cs.LG cs.MA 88%

Multi-Agent Decision Transformers for Dynamic Dispatching in Material Handling Systems Leveraging Enterprise Big Data

Xian Yeow Lee, Haiyan Wang, Daisuke Katsumata, Takaharu Matsui, Chetan Gupta

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

2411.01166 2024-11-05 cs.MA cs.AI cs.LG 88%

Role Play: Learning Adaptive Role-Specific Strategies in Multi-Agent Interactions

Weifan Long, Wen Wen, Peng Zhai, Lihua Zhang

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

2401.13460 2024-11-05 cs.LG cs.AI cs.MA 88%

Multi-Agent Diagnostics for Robustness via Illuminated Diversity

Mikayel Samvelyan, Davide Paglieri, Minqi Jiang, Jack Parker-Holder, Tim Rocktäschel

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

2411.00728 2024-11-04 cs.MA cs.AI cs.LG cs.RO 88%

Multi-Agent Deep Q-Network with Layer-based Communication Channel for Autonomous Internal Logistics Vehicle Scheduling in Smart Manufacturing

Mohammad Feizabadi, Arman Hosseini, Zakaria Yahouni

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

Comments Accepted for the 5th IFAC/INSTICC INTERNATIONAL CONFERENCE ON INNOVATIVE INTELLIGENT INDUSTRIAL PRODUCTION AND LOGISTICS

2411.00427 2024-11-04 cs.CL cs.AI 88%

DARD: A Multi-Agent Approach for Task-Oriented Dialog Systems

Aman Gupta, Anirudh Ravichandran, Ziji Zhang, Swair Shah, Anurag Beniwal, Narayanan Sadagopan

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

2410.22578 2024-10-31 cs.NI cs.AI cs.LG cs.MA cs.RO 88%

Energy-Aware Multi-Agent Reinforcement Learning for Collaborative Execution in Mission-Oriented Drone Networks

Ying Li, Changling Li, Jiyao Chen, Christine Roinou

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

Comments 2022 International Conference on Computer Communications and Networks

1. 多智能体 14795 篇

Tacit Learning with Adaptive Information Selection for Cooperative Multi-Agent Reinforcement Learning

CoMIX: A Multi-agent Reinforcement Learning Training Architecture for Efficient Decentralized Coordination and Independent Decision-Making

Knowledge Tagging with Large Language Model based Multi-Agent System

Gradual Vigilance and Interval Communication: Enhancing Value Alignment in Multi-Agent Debates

LawLuo: A Multi-Agent Collaborative Framework for Multi-Round Chinese Legal Consultation

NAT-NL2GQL: A Novel Multi-Agent Framework for Translating Natural Language to Graph Query Language

AutoPatent: A Multi-Agent Framework for Automatic Patent Generation

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications

Multi-Agent Deep Reinforcement Learning for Distributed and Autonomous Platoon Coordination via Speed-regulation over Large-scale Transportation Networks

Towards Fault Tolerance in Multi-Agent Reinforcement Learning

Enhancing Multi-Agent Consensus through Third-Party LLM Integration: Analyzing Uncertainty and Mitigating Hallucinations in Large Language Models

BenchMARL: Benchmarking Multi-Agent Reinforcement Learning

Coverage-aware and Reinforcement Learning Using Multi-agent Approach for HD Map QoS in a Realistic Environment

The Power of Many: Multi-Agent Multimodal Models for Cultural Image Captioning

Mitigating Relative Over-Generalization in Multi-Agent Reinforcement Learning

AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks

Exploring Multi-Agent Reinforcement Learning for Unrelated Parallel Machine Scheduling

Online Relational Inference for Evolving Multi-agent Interacting Systems

MAG-SQL: Multi-Agent Generative Approach with Soft Schema Linking and Iterative Sub-SQL Refinement for Text-to-SQL

Learning to Communicate and Collaborate in a Competitive Multi-Agent Setup to Clean the Ocean from Macroplastics

AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution

AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions

SMoA: Improving Multi-agent Large Language Models with Sparse Mixture-of-Agents

Multi-Agent Decision Transformers for Dynamic Dispatching in Material Handling Systems Leveraging Enterprise Big Data

Role Play: Learning Adaptive Role-Specific Strategies in Multi-Agent Interactions

Multi-Agent Diagnostics for Robustness via Illuminated Diversity

Multi-Agent Deep Q-Network with Layer-based Communication Channel for Autonomous Internal Logistics Vehicle Scheduling in Smart Manufacturing

DARD: A Multi-Agent Approach for Task-Oriented Dialog Systems

Energy-Aware Multi-Agent Reinforcement Learning for Collaborative Execution in Mission-Oriented Drone Networks