sequential-testing

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Halt Fast! Early Stopping for Certified Robustness

arXiv cs.LG · 21h ago Cached

This paper introduces a meta-learning framework for anytime-valid certified robustness that uses sequential E-processes to adaptively allocate compute, achieving a 20-fold reduction in sample complexity compared to traditional randomized smoothing while maintaining rigorous statistical guarantees.

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