Benjamin I. P. Rubinstein

Halt Fast! Early Stopping for Certified Robustness

This work presents a novel meta-learning framework for anytime-valid certified robustness that adaptively deploys computational resources and demonstrates how anytime-validity enables adaptively allocating compute based upon application-specific risk thresholds, a form of resource triage impossible under classic certification frameworks.