The Value of Variance: Mitigating Debate Collapse in Multi-Agent Systems via Uncertainty-Driven Policy Optimization

Luoxi Tang, Yuqiao Meng, Joseph Costa, Yingxue Zhang, Muchao Ye, Zhaohan Xi

May, 2026

Publication

In proceedings of the 43rd International Conference on Machine Learning (ICML 2026, Spotlight paper)