Multi-Agent Debate

Ask about this topic

Recent momentum

-14%

6 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Multi-Agent Debate.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Multi-Agent Debate.

64 papers

Latest in Multi-Agent Debate

Browse all topics →
CardsList

  1. Debate-to-Skill: Capability-Bound Process Supervision for Industrial Query-to-Agent Annotation

    Sep 12, 2026Shiyu Zhang, Leisheng Cheng, Huifu LiMulti-Agent DebateStep-Level Supervision

  2. ProMediConv: Benchmarking Proactive Conversational Agents in Legal Dispute Mediation

    Sep 11, 2026Zesheng Wei, Mengfan Li, Wenhao Liu +3MediationMulti-Agent Debate

  3. What Does Multi-Agent LLM Debate Actually Change? A Layered Analysis of Disagreement and Answer Quality

    Sep 7, 2026Chen QianMulti-Agent DebateDisagreement

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

    Sep 3, 2026Xuanfa Jin, Zhijian Ma, Yongcheng Zeng +3Multi-Agent DebateReweighting

  5. Creative Generation via Multi-Agent Debate: Does Debate Suppress Diversity?

    Sep 1, 2026Tien Anh Nguyen, Khanh-Binh Nguyen, Van Dai Do +2Multi-Agent DebateCreativity

  6. Beyond Consensus: Downward Bias and Role Asymmetry in Multi-Agent LLM Judges for Subjective Evaluation

    Aug 31, 2026Minsoo Song, Chanwoo Kim, Sugyeong Eo +1Multi-Agent DebateLarge Language Model Judges

  7. DS@GT ARC at Touché: Large Language Models for Retrieval-Augmented Debate

    Aug 8, 2026Anthony Miyaguchi, Conor JohnstonDebateMulti-Agent Debate

  8. Group Perspective Matters: Regulating Debate Relationships Can Mitigate Blind Conformity in Multi-Agent Debate

    Aug 4, 2026Hao Wu, Shoucheng Song, Chang Yao +4Multi-Agent DebateDebate

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

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

  10. Where Reasoning Diverges: Localized Multi-Agent Debate for Multi-Hop Question Answering

    Aug 2, 2026Weijun Gao, Xiang Ding, Haoyang Liu +1Multi-Agent DebateDebate

  11. MRAFnd: Multimodal Retrieval-Augmented Framework for Zero-Shot Fake News Detection

    Aug 2, 2026Lehan Zhang, Yinlei Cheng, Shiqi Hu Yiheng Zhou +2Fake News DetectionMultimodal Learning

  12. More Debate, Same Evidence: Structural Limits of Homogeneous Multi-Agent Groundedness

    Jul 31, 2026Yuelyu JiMulti-Agent DebateFact-Checking

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

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

  14. Multi-Agent Debate and Visual Information Extraction for SeePhys Pro: A 1st-Place Technical Report from ICML 2026 AI4Math Track 3 Challenge

    Jul 24, 2026Jiseok Kwak, Suhyeon Jo, Taewoo Kim +3Multi-Agent DebateSingle-Agent Baselines

  15. MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models

    Jul 20, 2026Martino M. L. Pulici, Cuong Xuan Chu, Evgeny Kharlamov +3Deepmind Control SuiteMulti-Agent Debate

  16. Does Multi-Agent Debate Improve AI Feedback on Research Papers?

    Jul 16, 2026Tomas Havranek, Zuzana IrsovaAcademic PapersMulti-Agent Debate

  17. Heterogeneous Agent Cohorts for Safe Open-Ended Exploration with Runtime Constraint Memory

    Jul 13, 2026Tengjiao LiuRuntime EnforcementMulti-Agent Debate

  18. L-MAD: A Systematic Evaluation of Multi-Agent Debate Structures in Legal Reasoning

    Jul 10, 2026Tan-Minh Nguyen, Hoang-Trung Nguyen, Huu-Dong Nguyen +3Multi-Agent DebateDebate

  19. What LLM Agents Say When No One Is Watching: Social Structure and Latent Objective Emergence in Multi-Agent Debates

    Jul 2, 2026Arman Ghaffarizadeh, Danyal Mohaddes, Aliakbar Izadkhah +1Multi-Agent DebateDebate

  20. DEEPMED Search: An Open-Source Agentic Platform for Medical Deep Research with Introspective Verification

    Jun 29, 2026Maolin Liu, Fanyu Xu, Ruoqing Xu +3Hievi-RagMulti-Agent Debate

  21. Mixture of Debaters: Learn to Debate at Architectural Level in Multi-Agent Reasoning

    Jun 28, 2026Dayong Liang, Kaisong Gong, Yi Cai +2Multi-Agent DebateDebate

  22. Diagnosing and Mitigating Compounding Failures in Agentic Persuasion via Taxonomic Strategy Retrieval

    Jun 23, 2026Sana Ayromlou, Purvi Sehgal, Pradyumna NarayanaMulti-Agent DebatePersuasion

  23. LegalHalluLens: Typed Hallucination Auditing and Calibrated Multi-Agent Debate for Trustworthy Legal AI

    Jun 16, 2026Lalit Yadav, Akshaj GurugubelliLegal DomainAlgorithm Auditing

  24. Misinformation Propagation in Benign Multi-Agent Systems

    Jun 15, 2026Jonas Becker, Jan Philip Wahle, Terry Ruas +1Multi-Agent SystemsMulti-Agent Debate

  25. From Argument Components to Graphs: A Multi-Agent Debate with Confidence Gating for Argument Relations

    Jun 14, 2026Jakub Bąba, Jarosław A. ChudziakMulti-Agent DebateDebate

  26. Confidence Composition for Multiagent Language Model Systems

    Jun 11, 2026Ali Elahi, Michael J. Curry, Barbara Di EugenioMulti-Agent DebateConfidence Calibration

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

    Jun 11, 2026Fuqiang Niu, Bowen ZhangMulti-Agent DebateDebate

  28. MDForge: Agentic Molecular Dynamics Pipeline Design under Sparse Simulator Feedback

    Jun 11, 2026Zehong Wang, Yijun Ma, Connor R. Schmidt +7Molecular DynamicsForge

  29. MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning

    Jun 10, 2026Abdelrahman Abdallah, AbdelRahim A. Elmadany, Sameh Al Natour +3Coding AgentsMulti-Agent Debate

  30. Decoupling Thought from Speech: Knowledge-Grounded Counterfactual Reasoning for Resilient Multi-Agent Argumentation

    Jun 9, 2026Jakub Masłowski, Jarosław A. ChudziakMulti-Agent DebateCounterfactual Reasoning

  31. The Confident Liar: Diagnosing Multi-Agent Debate with Log-Probabilities and LLM-as-Judge

    Jun 9, 2026Ali Keramati, Justin Cheok, Jacob Horne +1Multi-Agent DebateDebate

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

    Jun 7, 2026Xiaoyang Wang, Christopher C. YangMulti-Agent DebateDebate

  33. MADRAG: Multi-Agent Debate with Retrieval-Augmented Generation for Training-Free Analytic Essay Scoring

    Jun 4, 2026Ali Keramati, Shiyuan Zhou, Sharad Mehrotra +1Automated Essay ScoringLlm-As-A-Judge

  34. Collaborative Disagreement Resolution for Scalable Oversight

    Jun 2, 2026Yuyang Jiang, Chacha Chen, Teng Wu +4Multi-Agent DebateScalable Oversight

  35. When Helping Hurts and How to Fix It: Multi-Agent Debate for Data Cleaning

    Jun 1, 2026Chirag Parmar, Akshat Mehta, Henglin Wu +2Multi-Agent DebateDebate

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

    Jun 1, 2026Wanshuang Gou, Zihan LiuMulti-Agent DebateCommunication

  37. Not All Flips Are Conformity: Decomposing Stance Convergence in Multi-Agent LLM Debate

    May 30, 2026Xiqi Hao, Zengqing Wu, Yu-Xuan Qiu +4Multi-Agent DebateDebate

  38. MADS: Model-Aware Diverse Core Set Selection for Instruction Tuning

    May 29, 2026Yi Bai, Wenhao Zhang, Yao Chen +3Instruction TuningLarge Language Model Fine-Tuning

  39. Social Reasoning in Machines: Investigating Collective Truth-Seeking Dynamics in Large Language Model Debate

    May 28, 2026Tom PecherMulti-Agent DebateLarge Language Model Reasoning

  40. Detection Without Correction: A Two-Parameter Decomposition of Multi-Stage LLM Pipelines

    May 26, 2026Prashanti Nilayam, Kiran Ramanna, Prashil TumbadeIterative Self-CorrectionMulti-Agent Debate

  41. PEAR: Permutation-Equivariant Adaptive Routing Multi-Agent Debate

    May 26, 2026Yang Feng, Ziwei Xu, Xia Hu +1Multi-Agent DebateDebate

  42. SVR-MAD: A Bayesian-Inspired Framework for Posterior-Guided Multi-Agent Debate

    May 21, 2026Weifan Jiang, Rana Shahout, Minghao Li +4Multi-Agent DebateBayesian

  43. Contestable Multi-Agent Debate with Arena-based Argumentative Computation for Multimedia Verification

    May 14, 2026Truong Thanh Hung Nguyen, Vo Thanh Khang Nguyen, Hoang-Loc Cao +3Multi-Agent DebateVerification-Triggered Multimodal

  44. CHAL: Council of Hierarchical Agentic Language

    May 12, 2026Tommaso Giovannelli, Griffin D. KentMulti-Agent DebateAbstract Argumentation

  45. Beyond Inefficiency: Systemic Costs of Incivility in Multi-Agent Monte Carlo Simulations

    May 12, 2026Alison Moldovan-Mauer, Benedikt MangoldMulti-Agent SimulationsMulti-Agent Debate

  46. MaD Physics: Evaluating information seeking under constraints in physical environments

    May 11, 2026Moksh Jain, Mehdi Bennani, Johannes Bausch +4Scientific AgentsEnvironment

  47. UTS at PsyDefDetect: Multi-Agent Councils and Absence-Based Reasoning for Defense Mechanism Classification

    May 10, 2026Dima Galat, Marian-Andrei RizoiuEmotional SupportMulti-Agent Debate

  48. Statistical Scouting Finds Debate-Safe but Not Debate-Useful Cases: A Matched-Ceiling Study of Open-Weight LLM Reasoning Protocols

    May 10, 2026Julia Hu, Alfred Shen, Kumar LakshmipathiDebateMulti-Agent Debate

  49. EquiMem: Calibrating Shared Memory in Multi-Agent Debate via Game-Theoretic Equilibrium

    May 10, 2026Yuqiao Meng, Sakshi Sunil Narvekar, Luoxi Tang +4Multi-Agent DebateMemory-Augmented Large Language Models

  50. The Reasoning Trap: An Information-Theoretic Bound on Closed-System Multi-Step LLM Reasoning

    May 3, 2026Kwan Soo ShinMulti-Agent DebateDebate

  51. Multi-Agent Reasoning Improves Compute Efficiency: Pareto-Optimal Test-Time Scaling

    May 2, 2026Florian Valentin Wunderlich, Lars Benedikt Kaesberg, Jan Philip Wahle +2Test-Time ScalingMulti-Agent Reasoning

  52. MAD-OPD: Breaking the Ceiling in On-Policy Distillation via Multi-Agent Debate

    May 2, 2026Jianze Wang, Ying Liu, Jinlong Chen +7On-Policy DistillationToken-Level Supervision

  53. From Static Analysis to Audience Dissemination: A Training-Free Multimodal Controversy Detection Multi-Agent Framework

    May 1, 2026Zihan Ding, Ziyuan Yang, Yi ZhangContent ModerationVideo Anomaly Understanding

  54. MM-StanceDet: Retrieval-Augmented Multi-modal Multi-agent Stance Detection

    Apr 30, 2026Weihai Lu, Zhejun Zhao, Yanshu Li +1Tweet-Level Stance DetectionMultimodal Agents

  55. The Cost of Consensus: Isolated Self-Correction Prevails Over Unguided Homogeneous Multi-Agent Debate

    Apr 29, 2026Blaž Bertalanič, Carolina FortunaMulti-Agent DebateDebate

  56. Latent Agents: A Post-Training Procedure for Internalized Multi-Agent Debate

    Apr 27, 2026John Seon Keun Yi, Aaron Mueller, Dokyun LeeMulti-Agent DebateMulti-Agent Large Language Model

  57. Mol-Debate: Multi-Agent Debate Improves Structural Reasoning in Molecular Design

    Apr 22, 2026Wengyu Zhang, Xiao-Yong Wei, Qing LiDrug DesignDrug Discovery

  58. Debating the Unspoken: Role-Anchored Multi-Agent Reasoning for Half-Truth Detection

    Apr 21, 2026Yixuan Tang, Yirui Zhang, Hang Feng +1Fact-CheckingTruth

  59. DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection

    Apr 18, 2026Hongyuan Qi, Feifei Shao, Ming Li +2Multimedia ForensicsVideo Anomaly Understanding

  60. Learning in Blocks: A Multi Agent Debate Assisted Personalized Adaptive Learning Framework for Language Learning

    Mar 29, 2026Nicy Scaria, Silvester John Joseph Kennedy, Deepak SubramaniMultilingual AgentsMulti-Agent Debate