Multi-Agent LLMs

LLM: Large Language Model

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22 papers in the last four weeks, up 144% on the four weeks before. 0.2% of all new papers.

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  1. Multi-agent Framework for Time-Sensitive Complementary Collaboration in Minecraft

    Jun 14, 2026Juheon Yi, Jinglu Wang, Xiaoyi Zhang +1Multi-Agent CoordinationMulti-Agent Collaboration

    Microsoft Research Asia

  2. Reward Modeling for Multi-Agent Orchestration

    Jun 11, 2026King Yeung Tsang, Zihao Zhao, Vishal Venkataramani +5Reward ModelingMulti-Agent Orchestration

    Rutgers University · Salesforce AI Research

  3. See What I See, Know What I Think: Dense Latent Communication Across Heterogeneous Agents

    Jun 11, 2026Siyi Chen, Xiaoyan Zhang, Meng Wu +7Multi-Agent CommunicationMulti-Agent LLMs

    University of Michigan · NVIDIA · University of Pennsylvania +2

  4. ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages

    Jun 11, 2026Tanmoy Kanti Halder, Akash Ghosh, Subhadip Baidya +2Multilingual Language ModelsRL for Language Model Reasoning

    1Indian Institute of Technology Patna · 3Prasannadeb Women’s College · 2Indian Institute of Technology Kanpur

  5. Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior

    Jun 11, 2026Haowei QianCognitive ModelingLLM Agent Evaluation

    Independent Researcher

  6. (Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable

    Jun 11, 2026Chen Zhu, Xiaolu Wang, Weilong ZhangAI Agent ReliabilityAI-Assisted Scientific Research

    China Agricultural University · University of Cambridge

  7. Smarter Saboteurs, Better Fixers: Scaling & Security in Linear Multi-Agent Workflows

    Jun 10, 2026Timothy McAllister, Sina Abdidizaji, Ivan Garibay +1AI Agent SecurityLLM Agent Security

    Department of Computer Science, University of Central Florida, Orlando, FL, USA · Department of Industrial Engineering, University of Central Florida, Orlando, FL, USA

  8. Exploration Structure in LLM Agents for Multi-File Change Localization

    Jun 10, 2026Akeela Darryl Fattha, Kia Ying Chua, Lingxiao Jiang +1Software EngineeringSoftware Engineering Agents

    School of Computing and Information Systems Singapore Management University Singapore

  9. Multi-Agent Reasoning with Adaptive Worker Allocation for Stance Detection

    Jun 10, 2026Meysam Sabbaghan, Arman Zareian Jahromi, Doina CarageaStance DetectionMulti-Agent Reasoning

    Department of Computer Science Kansas State University

  10. CoCoSI: Collaborative Cognitive Map Construction for Spatial Intelligence

    Jun 9, 2026Yiming Zhang, Ruoxuan Cao, Zhihang ZhongMultimodal Large Language ModelsMulti-Agent LLMs

    2Cornell University · 1Shanghai Jiao Tong University

  11. Game-Theoretic Multi-Agent Control for Robust Contextual Reasoning in LLMs

    Jun 9, 2026Saeid Jamshidi, Amin Nikanjam, Arghavan Moradi Dakhel +2Adversarial Attacks on LLMsMulti-Agent Control

    SWAT Laboratory, Polytechnique Montréal, Montréal, QC, Canada · Huawei Distributed Scheduling and Data Engine Lab, Montr´eal, QC, Canada

  12. Civil Court Simulation with Large Language Models

    Jun 8, 2026Yifan Chen, Haitao Li, Kaiyuan Zhang +3Multi-Agent LLMsLegal Reasoning

    Beijing University of Posts and Telecommunications, Beijing, China · Tsinghua University, Beijing, China

  13. Scaffold Effects on GAIA: A Controlled Comparison

    Jun 7, 2026Jason StaraceLLM Agent EvaluationAI Agent Benchmarks

    Independent Researcher

  14. "So There's a Catch-22 Here": How Early Adopters Who Build Multi-Agent LLM Systems Conceptualize Transparency

    Jun 6, 2026Suchismita Naik, Samir Passi, Mihaela Vorvoreanu +2Multi-Agent LLM SystemsAI Agent Governance

    Purdue University, USA · Cornell University, USA · Microsoft Research, USA

  15. DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination

    Jun 6, 2026Yi Xie, Zhanke Zhou, Chentao Cao +2Multi-Agent CoordinationGame Theory

    Department of Electrical & Computer Engineering University of Arizona Tucson, AZ 85721-0104, USA · Department of Computer Science Hong Kong Baptist University Kowloon Tong, Hong Kong SAR

  16. GRPO Does Not Close the Multi-Agent Coordination Gap

    Jun 5, 2026Najmul Hasan, Prashanth BusiReddyGariMulti-Agent System OptimizationMulti-Agent Coordination

    Department of Mathematics and Computer Science, University of North Carolina at Pembroke, Pembroke, NC, USA

  17. Representational Similarity and Model Behavior in Multi-Agent Interaction

    Jun 5, 2026Yujin Potter, Seun Eisape, Shiyang Lai +6Representational Similarity AnalysisMulti-Agent Collaboration

    University of California, Berkeley · The University of Chicago, Knowledge Lab · Santa Fe Institute +2

  18. Modeling U.S. Attitudes Toward China via an Event-Steered Multi-Agent Simulator

    Jun 5, 2026Chenxu Zhu, Hantao Yao, Wu Liu +2Opinion DynamicsHuman Behavior Simulation

    University of Science and Technology of China (USTC), Hefei 230026, China · People.cn, Beijing, China

  19. AdMem: Advanced Memory for Task-solving Agents

    Jun 5, 2026Runzhe Wang, Huilin Lu, Shengjie Liu +2Continual Learning for LLM AgentsLLM Agent Memory

    Princeton University · Amazon · Arm

  20. CAF-Gen: A Multi-Agent System for Enriching Argumentation Structures

    Jun 4, 2026Jakub Bąba, Jarosław A. ChudziakArgument MiningComputational Argumentation

    Faculty of Electronics and Information Technology, Warsaw University of Technology, Poland

  21. MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery

    Jun 4, 2026Shangheng Du, Xiangchao Yan, Jinxin Shi +11Automated Algorithm DiscoveryMulti-Agent LLMs

    1Shanghai Artificial Intelligence Laboratory · 2East China Normal University

  22. LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean Autoformalization

    Jun 3, 2026Yuanhe Zhang, Yuekai Sun, Taiji Suzuki +2Lean Theorem ProvingAutoformalization

    Department of Statistics, University of Warwick, UK · Center for Advanced Intelligence Project, RIKEN, Japan · Department of Statistics, University of Michigan, USA +3

  23. Towards Multi-Agent-Simulation-Based Community Note Evaluation

    Jun 3, 2026Changxi Wen, Shuning Zhang, Bohao Chu +5Automated Fact-CheckingLLM Agents

    1Tsinghua University, Beijing, China · University of Duisburg-Essen, Duisburg, Germany · University of Luxembourg, Luxembourg +1

  24. Agentic Large Language Models for Automated Structural Analysis of 3D Frame Systems

    Jun 2, 2026Ziheng Geng, Ian Franklin, Santiago Martinez +3Structural MechanicsMulti-Agent LLMs

    Department of Civil and Architectural Engineering, University of Miami, Coral Gables, FL 33146, USA · School of Architecture, University of Miami, Coral Gables, FL 33146, USA · HBC Engineering Company, Doral, FL 33178, USA +1

  25. TSQAgent: Rating Time Series Data Quality via Dedicated Agentic Reasoning

    Jun 2, 2026Shunyu Wu, Dan Li, Haozheng Ye +6Agentic ReasoningMulti-Agent LLMs

    Sun Yat-sen University · China University of Mining Technology · University of Science and Technology of China +2

  26. Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation

    Jun 2, 2026Kaiqi Yang, Tai-Quan Peng, Sanguk Lee +1Human Behavior SimulationMulti-Agent Systems

    Michigan State University East Lansing, MI, USA · Hankuk University of Foreign Studies Seoul, Republic of Korea

  27. MOSAIC: Efficient Mixture-of-Agent Scheduling via Adaptive Aggregation and Inference Concurrency

    Jun 2, 2026Saptarshi Mitra, Yifan Zhang, Rachid Karami +5LLM Inference EfficiencyMulti-Agent System Optimization

    University of California, Irvine, USA · University of Southern California, Los Angeles, USA · Intel, USA

  28. The Epi-LLM Framework: probing LLM behavioral priors through epidemiological agent-based models

    Jun 1, 2026Petra Ferencz, Ava Keeling, Tobias O'Keefe +4Human Behavior SimulationLLM Agent Evaluation

    Big Data Institute, Li Ka Shing Center for Health Information and Discovery, University of Oxford, Oxford, United Kingdom · Leverhulme Centre for Demographic Science, Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom · Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom +3

  29. RadioMaster: Multi-Agent System for Autonomous Radio Signal Generation

    Jun 1, 2026Jiazhen Lei, Tianze Cao, Yuxin Sha +5Wireless CommunicationsMulti-Agent LLMs

  30. A Theoretical Framework for Self-Play Theorem Proving Algorithms

    Jun 1, 2026Thomas Chen, Zhiyuan LiAutomated Theorem ProvingLanguage Model Self-Improvement