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A. C. Cullen

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Jun 2026

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 certif...

A. C. Cullen, Paul Montague, Benjamin I. P. Rubinstein · 0 citations

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