Multi-Agent LLM Systems

LLM: Large Language Model

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85 papers in the last four weeks, up 107% on the four weeks before. 0.8% of all new papers.

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  1. SAFAARI: Schema-Aware Framework for Accelerated Advertiser Response Intelligence

    Jul 27, 2026Bhanu Teja Rangaraju, Chandan KumarMulti-Agent LLM SystemsCustomer Support Automation

    Amazon, Seattle, USA.

  2. Early Detection of Distributed Backdoors in Multi-Agent LLM Systems: A Characterization Study

    Jul 27, 2026Diego Fernandez Arias, Dev Prashant Mistry, Ren Wang +1Multi-Agent LLM SystemsLLM Backdoor Attacks

    Illinois Institute of Technology Chicago, Illinois, USA

  3. From Proprietary to Open-Source: Bridging the Distribution Gap via Multi-Agent Protocol Distillation in Agentic Search

    Jul 27, 2026Junlin Liu, Jiangwang Chen, Zixin Song +7Multi-Agent LLM SystemsAgentic Search

    University of Chinese Academy of Sciences · 2Tsinghua University · 3Peking University +3

  4. A Comparative Study of MCP and A2A for Inter-Agent Coordination in LLM-Based Systems

    Jul 26, 2026Ionut Predoaia, Tuong Manh Vu, Konstantinos Barmpis +2Multi-Agent LLM SystemsMulti-Agent Coordination

    University of York, York, United Kingdom

  5. IDEAgent: Agentic Quality-Diversity Search for Research Idea Generation

    Jul 24, 2026Varun Gumma, Navonil Majumder, Soumitra Sinhahajari +1Multi-Agent LLM SystemsQuality-Diversity Optimization

    DeCLaRe Lab, Nanyang Technological University, Singapore

  6. Towards Trustworthy and Cost-Efficient Data Integration: From Naïve RAG to Agentic RAG

    Jul 24, 2026Chuangtao Ma, Arijit KhanRetrieval-Augmented GenerationMulti-Agent LLM Systems

    Aalborg University, Denmark · Bowling Green State University, USA

  7. Draining the Energy Commons: Self-Defeating Over-Appropriation as a Coordination Failure in Agentic LLM Collectives

    Jul 24, 2026Marcantonio Bracale Syrnicov, Federico Pierucci, Matteo Prandi +4Social DilemmasMulti-Agent LLM Systems

    Icaro Lab · VU Amsterdam · M. Bracale Syrnikov1,4 +8

  8. Reliability-Contagion Feasibility in LLM Multi-Agent Networks

    Jul 24, 2026Ruiwu Niu, Xincheng Shu, Ying ZhaoMulti-Agent LLM SystemsMulti-Agent Systems

    Department of Applied Data Science, Hong Kong Shue Yan University, Hong Kong SAR, China · Computational Communication Research Center, Beijing Normal University, Zhuhai 519087, China · School of Journalism and Communication, Beijing Normal University, Beijing 100875, China +1

  9. Towards Reducing Foreign Language Anxiety Using Level-Appropriate Embodied Conversational Agents

    Jul 24, 2026Krishan Rajaratnam, Wenbin Gan, Yuan SunMulti-Agent LLM SystemsConversational Agents

    University of Oxford (UNITED KINGDOM) · National Institute of Information and Communications Technology (JAPAN) · National Institute of Informatics (JAPAN)

  10. Same Dangerous Objective, Opposite Advice: Direct Exposure versus Multi-Agent Mediation

    Jul 23, 2026Linjun LiMulti-Agent LLM SystemsLLM Safety

    Department of Mathematics, University of Pennsylvania, Philadelphia, PA.

  11. GRADRAG: Cross-Component Prompt Adaptation for Coordinated Multi-Agent RAG

    Jul 23, 2026Paolo Pedinotti, Enrico SantusMulti-Agent LLM SystemsAgentic RAG

    Bloomberg

  12. Commitment To Cooperation With Self-Negotiated Contracts

    Jul 23, 2026Tim Wyse, Kaitlin Bustos, Yulia Volkova +1Multi-Agent LLM SystemsMulti-Agent Coordination

    Algoverse AI Research · University of Washington

  13. Small, Free, and Effective: Orchestrating Open-Weight Small Language Models to Outperform Single LLM for Malware Analysis

    Jul 22, 2026Adel ElZemity, Shujun Li, Budi AriefMulti-Agent LLM SystemsSmall Language Models

    University of Kent, Canterbury, United Kingdom

  14. TriAgent: Divergence-Aware Multi-Agent Committees for Cost-Efficient Financial Sentiment Analysis

    Jul 22, 2026Isabel Xu, Cynthia Xu, Rachel Ren +2Multi-Agent LLM SystemsFinancial Sentiment Analysis

    The Overlake School · 1The Overlake School · Edwards Vacuum Inc. +3

  15. Not Birds of a Feather: Personality-Based Partner Selection in LLM Agents

    Jul 22, 2026Tao Wang, Hsiang-Ling Chiu, Chihang Wei +2Multi-Agent LLM SystemsLLM Agent Orchestration

    University of Toronto

  16. Agents in the Wild: Where Research Meets Deployment

    Jul 21, 2026Grace Hui Yang, Pranav N. Venkit, Hooman Sedghamiz +3AI Agent ReliabilityMulti-Agent LLM Systems

    Georgetown University · Washington, D.C., USA · Salesforce +7

  17. AI Tour Meeting: Group Travel Planning by LLM Agents

    Jul 21, 2026Daisuke KikutaMulti-Agent LLM SystemsLLM Planning

    NTT, Inc.

  18. Poor Man's Agentic Modeling: Simulating Large LLM-Agent Societies on a Laptop

    Jul 19, 2026Igor ItkinMulti-Agent LLM SystemsSurrogate Modeling

    Independent Researcher, Tel Aviv, Israel

  19. DS@GT ARC at eRisk 2026: Hybrid Multi-Agent LLM System with Structured Algorithmic Guidance for Conversational Depression Screening

    Jul 18, 2026Victor Gong, David GuechaMulti-Agent LLM SystemsDepression Detection

    Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332

  20. When Do Multi-Agent Systems Help? An Information Bottleneck Perspective

    Jul 17, 2026Wendi Yu, Lianhao Zhou, Xiangjue Dong +6Multi-Agent LLM SystemsInformation Bottleneck

    Department of Computer Science & Engineering, Texas A&M University · Department of Electrical & Computer Engineering, Texas A&M University · Computing and Data Sciences Directorate, Brookhaven National Laboratory

  21. LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization

    Jul 17, 2026Mazene Ameur, Abdelkader Mekrache, Bouziane Brik +1Multi-Agent LLM SystemsAgent Communication Protocols

    EURECOM, France · Simula Metropolitan, Norway · University of Sharjah, UAE

  22. MathCoPilot: An Interactive System for Human-AI Symbiotic Paradigm of Mathematical Research

    Jul 16, 2026Junjie Zhang, Jiayu Liu, Wenbin Liu +11Multi-Agent LLM SystemsAutomated Theorem Proving

    1State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China · School of Mathematical Sciences, University of Science and Technology of China

  23. Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making

    Jul 15, 2026Amirhosein Ghasemabadi, Ruichen Chen, Bahador Rashidi +1Multi-Agent LLM SystemsLanguage Model-Based Control

    1ECE Department, University of Alberta · 2Huawei Technologies Canada Co., Ltd.

  24. ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System

    Jul 15, 2026Yutong He, Daibo Li, Guohong Li +15Multi-Agent LLM SystemsAI Agents for Scientific Discovery

    Peking University · University of Electronic Science and Technology of China · Beijing Normal University +2

  25. Learning Latency-Aware Orchestration for Multi-Agent Systems

    Jul 15, 2026Xi Shi, Mengxin Zheng, Qian LouMulti-Agent LLM SystemsMulti-Agent System Optimization

    University of Central Florida

  26. A Multi-Agent System for Autonomous, Fine-Tuning-Free Clinical Symptom Detection: Development and Validation Study

    Jul 14, 2026Cameron Cagan, Pedram Fard, Jiazi Tian +3Multi-Agent LLM SystemsMedical Diagnosis

    Department of Medicine, Massachusetts General Hospital, Boston, MA, USA · Department of Biomedical Informatics and Medical Education, University of Washington, WA, USA

  27. Self-Aware Recursively Self-Improving Agents for Personal Singularity: A Goal-, Scope-, Tool-, and Benchmark-Driven Multi-Agent Architecture

    Jul 14, 2026Chengshuai YangMulti-Agent LLM SystemsLLM Agent Self-Improvement

    NextGen PlatformAI C Corp.

  28. Fin-Analyst at FinMMEval 2026 Task 3: A Live Hybrid Trading Agent with LLM Specialists and Rule-Based Signals

    Jul 14, 2026Mohotarema Rashid, Lingzi Hong, Junhua Ding +1Multi-Agent LLM SystemsLLM Agent Evaluation

    Department of Information Science, University of North Texas, Denton, TX, United States · Department of Data Science, University of North Texas, Denton, TX, United States

  29. Agentic systems for breast cancer treatment recommendations

    Jul 13, 2026Vinicius Anjos de Almeida, Nícolas Henrique Borges, Leonardo Vicenzi +5Multi-Agent LLM SystemsClinical Decision Support

    Faculdade de Medicina, Universidade de S˜ao Paulo, Av. Dr. Arnaldo, 455, 01246-903, S˜ao Paulo, S˜ao Paulo, Brazil · Spesia · Laboratory of Artificial Intelligence Applied to Bioinformatics, SEPT, Universidade Federal do Paran´a (UFPR), Rua Alcides Vieira Arcoverde, 1225, 81520-260, Curitiba, Paran´a, Brazil +2

  30. Multi-Agent LLMs Fail to Explore Each Other

    Jul 13, 2026Hyeong Kyu Choi, Jiatong Li, Wendi Li +2Multi-Agent LLM SystemsMulti-Agent Coordination

    University of Wisconsin–Madison · University of California, Santa Barbara