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Adaptive auditing of AI systems with anytime-valid guarantees

An adaptive auditing framework using anytime-valid betting tests rigorously evaluates AI failure modes with as few as 20 observations and certifies global robustness upon passing stringent audits.

Siyu Zhou, Patrick Vossler, Venkatesh Sivaraman, Yifan Mai and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 3/5