Online Shift Detection and Conformal Adaptation for Deployed Safety Classifiers

Jun Wen Leong

Reasoning models deployed as safety monitors exhibit a systematic vulnerability: reasoning-token budget starvation. Adversarial inputs require $3.3\times$ more reasoning tokens tha…