2 papers
cs.AI2026
ECMR: Evidence-Aware Deliberation Control for Multi-Agent LLM Reasoning
Yuan Liu, Haoyue Peng, Fanliang Hu +2
Multi-agent Large Language Model (LLM) systems typically commit to a deliberation protocol before inference. A fixed protocol cannot allocate computation differently to resolved an…
cs.AI2026
Learning Adaptive Deliberation Control for Reliable Recognition with Multi-Agent Language Models
Yuan Liu, Haoyue Peng, Fanliang Hu +2
Multi-agent deliberation can improve recognition by criticizing and revising candidate answers, but fixed controls cannot respond to changes in disagreement or reasoning quality. W…