A new framework with dueling nulls and e-processes from SAVI provides anytime-valid type-I error control for adaptive AI audits and proves that a stringent audit certifies global robustness when the auditor is sufficiently powerful.
HiBayES : A Hierarchical Bayesian modeling framework for AI Evaluation Statistics
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Adaptive auditing of AI systems with anytime-valid guarantees
A new framework with dueling nulls and e-processes from SAVI provides anytime-valid type-I error control for adaptive AI audits and proves that a stringent audit certifies global robustness when the auditor is sufficiently powerful.