Multi-Agent Consensus

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16 papers in the last four weeks, up 300% on the four weeks before. 0.2% of all new papers.

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  1. Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges

    Jul 28, 2026Quim Motger, Marc Oriol, Jordi Marco +1Multi-Agent DebateMulti-Agent Consensus

    Dpt. of Service and Information System Engineering, Universitat Politècnica de Catalunya, Barcelona, Spain · Dpt. of Computer Science, Universitat Politècnica de Catalunya, Barcelona, Spain

  2. Decentralised Consensus Learning Networks: SME Rotation Without Centralised Reward

    Jul 27, 2026Florin NeaguDecentralized LearningMulti-Agent Consensus

  3. How network perturbations distort agreement trajectories in LTI multi-agent systems

    Jul 21, 2026Gal Barkai, Irinel-Constantin MorărescuMulti-Agent CoordinationMulti-Agent Control

    Université de Lorraine, CNRS, CRAN, F-54000 Nancy, France

  4. ANet Patu-1: The Value of Connection in the Agent Network

    Jul 16, 2026Mu Yuan, Jinke Song, Zhaomeng Zhou +1Multi-Agent CoordinationAgent Communication Protocols

    Agent Network Research · The Chinese University of Hong Kong · Mu Yuan1,2 +5

  5. Graph Feedback Controls Consensus and Clique Formation in Open-Weight Language-Model Populations

    Jul 13, 2026Samer Saab, Chaouki AbdallahOpen-Weight Language ModelsMulti-Agent Systems

    Lebanese American University Byblos, Lebanon · Electrical and Computer Engineering Department Lebanese American University Byblos, Lebanon

  6. LLMs as a Jury: Cross-Model Consensus Can Outperform Process Reward Models for LLM Reasoning

    Jul 11, 2026Ning LiuLLM Answer VerificationTest-Time Scaling

    Independent Researcher

  7. How Much Does Correctness Cost? Budgeted Placement of Strong Correctors in a Weak Multi-Agent Swarm

    Jul 7, 2026Igor ItkinSubmodular OptimizationMulti-Agent System Optimization

    Independent Researcher, Tel Aviv, Israel

  8. Collective Intelligence with Foundation Models

    Jul 6, 2026J. de Curtò, I. de ZarzàAI Agent EvaluationMulti-Agent Collaboration

    Department of Computer Applications in Science & Engineering, BARCELONA Supercomputing Center, 08034 Barcelona, Spain · Escuela Técnica Superior de Ingeniería (ICAI), Universidad Pontificia Comillas, 28015 Madrid, Spain · Human Centered AI, Data & Software, LUXEMBOURG Institute of Science and Technology, L-4362 Esch-sur-Alzette, Luxembourg

  9. Social Networks of LLM Agents

    Jul 4, 2026Kaixuan Liu, Guojun Xiong, Weinan Zhang +1Opinion DynamicsComputational Social Science

    Department of Computer Science Emory University Atlanta, GA 30322 · School of Computer Science Shanghai Jiao Tong University Shanghai, China

  10. Minority Sentinel: When to Overturn Majority Voting in Multi-Agent LLM Debates

    Jun 28, 2026Chuan He, Zebin Chen, Zhengyi Yang +5Multi-Agent DebateMulti-Agent Consensus

    University of New South Wales · Euler AI · Macquarie University

  11. Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement

    Jun 25, 2026Igor ItkinAI Agent ReliabilityMulti-Agent Coordination

    Independent Researcher, Tel Aviv, Israel

  12. Robustness and Leadership in Markov-switching Consensus Networks

    Jun 24, 2026Sarah H. Cen, Vaibhav Srivastava, Naomi Ehrich LeonardMulti-Agent CoordinationRegime-Switching Dynamical Systems

    Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA · Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI 48824, USA · Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, USA

  13. When Is Emergent Consensus Real? A Measured Coupling Gain and a Validity Diagnostic for LLM Agent Societies

    Jun 20, 2026Dongxu YangOpinion DynamicsLLM Agent Evaluation

    DeepLethe

  14. Communication Heterogeneity and Collective Consensus in Neural Cellular Automata

    Jun 19, 2026Nishit SinghNeural Cellular AutomataMulti-Agent Coordination

    Birla Institute of Technology and Science, Pilani · Pilani, Rajasthan, India

  15. Distributed Safe Consensus Under Asymmetric Input and Time-Varying Output Constraints

    Jun 15, 2026Abhinav Sinha, Shashi Ranjan KumarMulti-Agent CoordinationMulti-Agent Consensus

    Guidance, Autonomy, Learning, and Control for Intelligent Systems (GALACxIS) Lab, Department of Aerospace Engineering and Engineering Mechanics, University of Cincinnati, OH 45221, USA · Intelligent Systems and Control (ISaC) Lab, Department of Aerospace Engineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India

  16. Resilient Consensus in Agentic AI

    Jun 12, 2026Sribalaji C. Anand, George J. PappasMulti-Agent LLM SystemsMulti-Agent Consensus

    1KTH, Sweden. · University of Pennsylvania, United States.

  17. ARMOR-MAD: Adaptive Routing for Heterogeneous Multi-Agent Debate in Large Language Model Reasoning

    Jun 11, 2026Fuqiang Niu, Bowen ZhangMulti-Agent DebateMulti-Agent Consensus

    School of Cyber Science and Technology, University of Science and Technology of China, Hefei, China · School of Artificial Intelligence, Shenzhen Technology University, Shenzhen, China

  18. CCKS: Consensus-based Communication and Knowledge Sharing

    Jun 10, 2026Jinyuan Zu, Xiaowei Lv, Yongcai Wang +5Multi-Agent ConsensusDecentralized MARL

    School of Information, Renmin University of China, Beijing 100872, China · State Key Laboratory of Multimodal Artificial Intelligence Systems, Beijing Engineering Research Center of Intelligent Systems and Technology, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China · The Information Science Academy, China Electronics Technology Group Corporation, Beijing 100043, China +1

  19. The Consistency Illusion: How Multi-Agent Debate Hides Reasoning Misalignment

    Jun 7, 2026Xiaoyang Wang, Christopher C. YangLLM Agent EvaluationMulti-Agent Debate

    1Drexel University

  20. Modelling Opinion Dynamics at Scale with Deep MARL

    Jun 5, 2026Lukas Seier, Brandon Kaplowitz, Sebastian Towers +2Opinion DynamicsMulti-Agent Consensus

    FLAIR University of Oxford United Kingdom · OWL University of Oxford United Kingdom · OUCE University of Oxford United Kingdom

  21. Exploring the Topology and Memory of Consensus: How LLM Agents Agree, Fragment, or Settle When Forming Conventions

    Jun 2, 2026Aliakbar Mehdizadeh, Martin HilbertAgent MemoryMulti-Agent Coordination

    Department of Communication University of California, Davis

  22. The Deliberative Illusion: Diagnosing Factual Attrition and Stance Homogenization in Multi-Agent LLM Deliberation

    Jun 2, 2026Herun Wan, Jiaying Wu, Minnan Luo +4Multi-Agent LLM SystemsLLM Agent Evaluation

    Xi’an Jiaotong University · National University of Singapore · Yunnan University +1

  23. Network Distributed Multi-Agent Reinforcement Learning for Consensus Control of Quadcopters

    Jun 1, 2026Youssef Mahran, Zeyad Gamal, Aamir Ahmad +1Multi-Agent ControlQuadrotor Control

    Mechatronics Engineering Department, German University in Cairo (GUC), Egypt · Institute of Flight Mechanics and Control (IFR), Head of Flight Robotics, University of Stuttgart, Germany · Faculty of EMS, Head of Mechatronics Engineering Department, German University in Cairo (GUC), Egypt

  24. Dynamic Trust-Aware Sparse Communication Topology for LLM-Based Multi-Agent Consensus

    Jun 1, 2026Wanshuang Gou, Zihan LiuMulti-Agent LLM SystemsMulti-Agent System Optimization

    Chengdu University

  25. Easier to Mislead Than to Correct: Harmful and Beneficial Revision in LLM Conformity

    Jun 1, 2026Jiaming Qu, Lucheng Fu, Yibo HuMulti-Agent LLM SystemsNormative Conformity in Language Models

    Amazon · Georgia Institute of Technology · Illinois Institute of Technology

  26. Learning Multi-Agent Coordination via Sheaf-ADMM

    May 29, 2026Jeffrey Seely, Bartłomiej Cupiał, Llion JonesMulti-Agent System OptimizationMulti-Agent Coordination

    Sakana AI, Tokyo, Japan · University of Warsaw · AKCES NCBR

  27. 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

  28. Counterfactual Graph for Multi-Agent LLM Calibration

    May 28, 2026Jiatan Huang, Mingchen Li, Ziming Li +3AI Agent ReliabilityLanguage Model Calibration

    University of Connecticut · University of Massachusetts, Amherst

  29. 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

  30. Sequential Consensus for Multi-Agent LLM Debates: A Wald-SPRT compute governor with calibration-based failure detection

    May 18, 2026Andrea MorandiLLM Inference EfficiencyMulti-Agent Debate

    Cisco Systems, Inc.