New ICML Paper Tackles Limitations of Uncertainty-Based Early Stopping for Reasoning Models

Thrilled to share that our work on conformal risk control for reasoning-time early stopping (to appear in ICML 2026!)

Current uncertainty-based stopping heuristics are hard to calibrate. Our paper reframes the problem through statistical risk control and gives principled guarantees on premature stopping risk.