Multi-Agent Consensus

Latest papers 75

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  1. Entropy-Gated Belief Coordination for Decentralized Multi-Agent Search Under Intermittent Communication

    Oct 5, 2026Mohamed Abdelnaby, Kevin LeahyBelief-Space PlanningMulti-Agent Coordination

  2. Counting Moves, Weighing Voices: Bayesian Dialectical Argumentation for Calibrated Multi-LLM Councils under Persistent Adversaries

    Oct 1, 2026Ionel Eduard Stan, Paolo NapoletanoLanguage Model CalibrationComputational Argumentation

  3. Consensus and Factual Dynamics in Large Populations of Interacting Language Models

    Sep 30, 2026Emanuele Ricco, Elia Onofri, Vincenzo Sammartino +1Hallucination in Language ModelsMulti-Agent Consensus

  4. Multi-agent discussion gains less when dissent is withheld

    Sep 29, 2026Chand Sahil Mansuri, Xin Wang, Mengying Li +4Multi-Agent LLM SystemsOpinion Dynamics

  5. LLMs Trust Their Own: Identity-Dependent Conformity in Multi-Agent Systems

    Sep 27, 2026Liron Soffer, Ravid Shwartz-Ziv, Chen ShaniNormative Conformity in Language ModelsSocial Bias in Language Models

  6. ZO-COSMO: Index-Free One-Hop Mixing for Decentralized Zeroth-Order Optimization

    Sep 23, 2026Shengjun Zhang, Tingyi Liu, Heng Zhang +1Communication-Efficient Distributed TrainingMulti-Agent Consensus

  7. Calibration Is Not Verification: Falsifiability-Aware Conformal Routing for Mixture-of-Agents

    Sep 22, 2026Nada Rahali, Zijia Wang, Zhisong LiuFactual Consistency EvaluationConformal Prediction

  8. AC-DC: Adaptive Communication for Scalable Dynamic Average Consensus in Multi-Robot Ergodic Search

    Sep 21, 2026Robin Inho Kee, Begum Cannataro, Vasileios TzoumasMulti-Robot CoordinationMulti-Agent Consensus

  9. Multi-Agent Learning with Cooperation-Driven Optimization Dynamics

    Sep 15, 2026Jarod Ketcha Kouakep, Sreyvi UANN, Timoteo CarlettiMultilayer PerceptronsNeural Network Optimization

  10. A latent dimension of Condorcet's jury theorem for multiple AI advisers

    Sep 13, 2026Kazutoshi Sasahara, Aoi Naito, Ryo FujieSocial Choice TheoryMulti-Agent Consensus

  11. When Agents Disagree: Bayesian Backward Reasoning as a Label-Free Anchor for Multi-Agent Collective Decision-Making

    Sep 12, 2026Ken Chen, Wei Wang, Sachith Seneviratne +2Multi-Agent LLM SystemsBayesian Inference

  12. Networked Admissibility-Preserving Control for Directed Safe Coordination

    Sep 8, 2026Abhinav Sinha, Lohitvel Gopikannan, Shashi Ranjan KumarSafety-Critical ControlControl Barrier Functions

  13. A Distributed Consensus Particle Filter for Target Tracking using Autonomous Surface Vessels

    Sep 8, 2026Carter Noh, Kyle Crandall, Connor Yates +1Particle FilteringMulti-Agent Consensus

  14. Remember and Reweight: Enhancing Multi-Agent Debate with Experience Memory and Confidence Estimation

    Sep 3, 2026Xuanfa Jin, Zhijian Ma, Yongcheng Zeng +3AI Agent ReliabilityMulti-Agent Debate

  15. ArcticSwarm: Deferring Early Consensus in Long-Horizon Multi-Agent Research

    Sep 1, 2026Soyoung Yoon, Boyi Liu, Yite Wang +6Deep Research AgentsMulti-Agent Collaboration

  16. Physics of Agents: Statistical Mechanics Predicts Collective Behavior of AI Agents

    Aug 17, 2026Batu El, Jinhee Paeng, Fatih Dinc +7Multi-Agent LLM SystemsOpinion Dynamics

  17. Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks

    Aug 13, 2026Muhammad Hannan Akram, Muhammad Abubakar Rashid, Wassi Haider Kabir +36G NetworksSemantic Communication

  18. Certifying Collective Reasoning in Multi-Agent Systems via Koopman Spectral Analysis

    Aug 6, 2026Nuzhat Khan, Indrakshi DeyMulti-Agent DebateMulti-Agent Consensus

  19. When Truth Is Distributed: Misinformation Derails Collective Fact Recovery in LLM-Based Multi-Agent Systems

    Aug 4, 2026Chenfei Yan, Zeyang Yue, Feifei Zhao +6AI Agent EvaluationMulti-Agent Systems

  20. Relational Priors as Convergence Pressure in LLM-Based Multi-Agent Systems

    Aug 4, 2026Ming Shen, Chao Shang, Sadat Shahriar +4Multi-Agent LLM SystemsMulti-Agent Coordination

  21. Emergence of Biased Consensus in Multi-Agent LLM Debates

    Aug 3, 2026Maya OkawaOpinion DynamicsSocial Bias in Language Models

  22. Microscopic dynamics of consensus formation in multi-agent LLM Naming Games

    Aug 3, 2026Cristiano De Nobili, Vijayasri Iyer, Alessandro Codello +1Multi-Agent ConsensusMulti-Agent LLMs

  23. Resilient Consensus-Based Target Tracking under False Data Injection Attacks in Multi-Agent Networks

    Aug 2, 2026Amir Ahmad Ghods, Mohammadreza DoostmohammadianFalse Data Injection AttacksFault Detection

  24. Beyond Byzantine: An Organizational Consensus Algorithm for Self-Interested Agents Under Information Asymmetry

    Jul 31, 2026Jiawei Zhang, Jianbo LiuMulti-Agent CoordinationMechanism Design

  25. Belief Coevolution in a Social Network of Generalist and Specialist Large Language Models

    Jul 29, 2026Germans Savcisens, Samantha Dies, Courtney Maynard +1Multi-Agent LLM SystemsAgent-Based Modeling

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

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

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

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

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

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

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

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

  30. Collective Intelligence with Foundation Models

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

  31. Social Networks of LLM Agents

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

  32. 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

  33. Robustness and Leadership in Markov-switching Consensus Networks

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

  34. Communication Heterogeneity and Collective Consensus in Neural Cellular Automata

    Jun 19, 2026Nishit SinghNeural Cellular AutomataMulti-Agent Coordination

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

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

  36. Resilient Consensus in Agentic AI

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

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

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

  38. CCKS: Consensus-based Communication and Knowledge Sharing

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

  39. Modelling Opinion Dynamics at Scale with Deep MARL

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

  40. 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

  41. 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

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

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

  43. 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

  44. Learning Multi-Agent Coordination via Sheaf-ADMM

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

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

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

  46. Counterfactual Graph for Multi-Agent LLM Calibration

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