Multi-Agent Debate for Belief Optimization in Defeasible Domains

arXiv:2605.12718 · cs.AI, cs.LG, cs.MA · Submitted 2026-05-12 · Read on arXiv

cs.AI, cs.LG, cs.MA

Submitted: 2026-05-12

Updated: 2026-10-25

Terminology

• Multi-Agent Debate — 3× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 9 episodes
• Council of Hierarchical Agentic Language — 1× in this paper
• Hyperparameters — 1× in this paper · explained in 2 episodes

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• Agents' Last Exam
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems