Multi-Agent Collaboration

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32 papers in the last four weeks, up 357% on the four weeks before. 0.3% of all new papers.

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  1. Visual Para-Thinker++: A Single-Policy Multi-Agent Framework for Visual Reasoning

    Jun 8, 2026Haoran Xu, Hongyu Wang, Yifei Gao +4Object Hallucination in VLMsMulti-Agent Collaboration

    Zhejiang University · Hunan University · Tianjin University +3

  2. Voting Protocols as Coordination Mechanisms for Role-Constrained Multi-Agent Tutoring Systems

    Jun 6, 2026Eric S. Qiu, Joyce GillMulti-Agent CoordinationIntelligent Tutoring Systems

    Cornell University, Ithaca, New York, USA · Stanford University, Stanford, California, USA

  3. 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

  4. DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning

    Jun 5, 2026Lingyong Yan, Can Xu, Yukun Zhao +13Deep Research AgentsAgentic Search

    DuMate Team, Baidu AI Cloud

  5. CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments

    Jun 4, 2026Jiaju Chen, Bo Sun, Yuxuan Lu +3Multi-Agent LLM SystemsMulti-Agent Coordination

    Northeastern University · Microsoft Research Asia

  6. Humans' ALMANAC: A Human Collaboration Dataset of Action-Level Mental Model Annotations for Agent Collaboration

    Jun 4, 2026Jiaju Chen, Yuxuan Lu, Jiayi Su +10Multi-Agent CollaborationAI Agent Benchmarks

    Northeastern University · University of Notre Dame · Adobe +3

  7. CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement

    Jun 4, 2026Hong Qian, Yuanhao Liu, Zihan Zhou +7Game-Playing AgentsHuman Behavior Simulation

    Shanghai Institute of AI for Education, and School of Computer Science and Technology, East China Normal University, Shanghai, China · Shanghai Innovation Institute, Shanghai, China · Tencent Inc., Shenzhen, China

  8. Collaborative Disagreement Resolution for Scalable Oversight

    Jun 2, 2026Yuyang Jiang, Chacha Chen, Teng Wu +4Scalable OversightMulti-Agent Debate

    Department of Computer Science, University of Chicago, Chicago, IL, USA · Microsoft, Redmond, WA, USA · Department of Biostatistics and Bioinformatics, Duke University, Durham, NC, USA +1

  9. SAGE: A Quantitative Evaluation of Socialized Evolution in Agent Ecosystems

    Jun 2, 2026Linyue Pan, Yaoming Zhu, Lin Qiu +2Multi-Agent CollaborationAI Agent Benchmarks

    Tsinghua University, China · Meituan, China

  10. D2MDT: Department-aware Multidisciplinary Team Consultation with Deliberation for Efficient Clinical Prediction

    Jun 2, 2026Yongqi Liang, Qidong Liu, Chunze Yang +4Clinical Outcome PredictionMulti-Agent Collaboration

    Xi’an Jiaotong University, Xi’an, China

  11. Solipsistic Superintelligence is Unlikely to be Cooperative

    Jun 2, 2026Rakshit S Trivedi, Natasha Jaques, Logan Cross +2AI AlignmentMulti-Agent Collaboration

    Independent Researcher, CA, USA · University of Washington, Seattle, WA, USA · Google Deepmind, London, UK.

  12. Handoff Debt: The Rediscovery Cost When Coding Agents Take Over Interrupted Tasks

    Jun 1, 2026Dipesh KC, Anjila BudathokiCoding AgentsSoftware Engineering Benchmarks

    Independent Researcher · Georgia State University

  13. LLM Consortium for Software Design Refinement: A Controlled Experiment on Multi-Agent Collaboration Topologies

    May 31, 2026Nagarjuna Kanamarlapudi, Praveen KSoftware EngineeringMulti-Agent Collaboration

    Fremont, USA

  14. Crayotter: Traceable Multi-Agent Workflows for Long-Form Video Editing

    May 31, 2026Lecheng Yan, Yichong Zhang, Ben Pan +5Video EditingMulti-Agent Collaboration

    Crayotter Project

  15. CoMIC: Collaborative Memory and Insights Circulation for Long-Horizon LLM Agents in Cloud-Edge Systems

    May 30, 2026Yannan Wang, Longli Yang, Zhen Liu +2LLM Agent MemoryEdge Computing

    Beijing Jiaotong University · WMG, University of Warwick · The Alan Turing Institute +2

  16. Scaling Behavior of Single LLM-Driven Multi-Agent Systems

    May 30, 2026Jialing Li, Zhouhong Gu, Yin Cai +1Multi-Agent LLM SystemsMulti-Agent Coordination

    Fudan University

  17. Multi-Turn Multi-Agent Dialogue for Collaborative Reconstruction Improves VLM Performance on Spatial Reasoning, But Only Barely

    May 29, 2026Chalamalasetti Kranti, Sherzod Hakimov, David SchlangenVisual Spatial ReasoningMulti-Agent Collaboration

    Computational Linguistics, Department of Linguistics University of Potsdam, Germany · German Research Center for Artificial Intelligence (DFKI), Berlin, Germany

  18. Dreaming Of Others: Latent Teammate Modeling In World Models For Multi-Agent Reinforcement Learning

    May 29, 2026Tomas Leroy-StoneMulti-Agent CoordinationTheory of Mind

  19. Diagnosing Failure Modes of Shared-State Collaboration in Resource-Constrained Visual Agents

    May 29, 2026Yunpeng ZhouVisual Question AnsweringMulti-Agent Collaboration

    Nanjing University of Information Science & Technology, Nanjing, China

  20. Seeing Before Agreeing: Aligning Multi-Agent Consensus with Visual Evidence

    May 29, 2026Yuhan Wang, Shuochen Chang, Yalin Feng +8Multi-Agent CollaborationVLM Reasoning

    Peking University · Shanghai Jiao Tong University · Nanyang Technological University +2

  21. Discovering Cooperative Pipelines: Autoresearch for Sequential Social Dilemmas

    May 28, 2026Víctor GallegoSocial DilemmasAI Coding Agents

    Komorebi AI Technologies

  22. Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems

    May 28, 2026Zhezheng Hao, Tianfu Wang, Huanshuo Dong +7Multi-Agent System OptimizationMulti-Agent Coordination

    Zhejiang University · Hong Kong University of Science and Technology · Tencent

  23. Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence

    May 28, 2026Yanan Wang, Shuaicong Hu, Jian Liu +3Multi-Agent LLM SystemsHealthcare

    Department of Biomedical Engineering, College of Biomedical Engineering, Fudan University, Shanghai 200433, China · Department of Cardiology, Xinghua City People’s Hospital affiliated to Yangzhou University, Jiangsu 225700, China.

  24. CONCAT: Consensus- and Confidence-Driven Ad Hoc Teaming for Efficient LLM-Based Multi-Agent Systems

    May 28, 2026Ziyang Ma, Dingyi Zhang, Sichu Liang +4Multi-Agent System OptimizationMulti-Agent Orchestration

    Southeast University · Huawei Technologies Ltd

  25. Bosses, Kings, and the Commons: Cooperation Under Power Asymmetry in LLM Societies

    May 27, 2026Abhilekh BorahMulti-Agent LLM SystemsMulti-Agent Collaboration

  26. AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation

    May 27, 2026Shanghua Gao, Ada Fang, Marinka ZitnikProtein Fitness PredictionMulti-Agent Collaboration

    Harvard University

  27. Adaptive Multimodal Agents-Based Framework for Automatic Workflow Execution

    May 27, 2026Susanna Cifani, Mario Luca Bernardi, Marta CimitileMulti-Agent OrchestrationMulti-Agent Collaboration

    Sapienza University of Rome Rome, Italy · Department of Engineering University of Sannio Benevento, Italy · Faculty of Jurisprudence Unitelma Sapienza University Rome, Italy

  28. You Only Align Once: Propagating Cooperative Behaviors in Multi-Agent Systems through Seed Agents

    May 26, 2026Nicole Hsing, Asuka Yuxi Zheng, Yi Zhao +2Social DilemmasAI Alignment

    1Arcarae · University of California, Santa Cruz · 3Northwestern University +1

  29. Learning to Orchestrate Agents under Uncertainty

    May 26, 2026Mary Chriselda Antony Oliver, Lan Jiang, Aaron Bundi Anampiu +3Multi-Armed BanditsMulti-Agent Orchestration

    Department of Applied Mathematics and Theoretical Physics, University of Cambridge · Centre for Human-Inspired Artificial Intelligence, University of Cambridge · African Institute for Mathematical Sciences, South Africa +1

  30. AgentSociety: Incentivizing Agentic Social Intelligence

    May 25, 2026Aditya Vema Reddy Kesari, Krishna Reddy KesariMechanism DesignMulti-Agent Collaboration

    IIT Bombay, India · Amazon, US