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SMI: Statistical Membership Inference for Reliable Unlearned Model Auditing
SMI replaces MIA-based unlearned model auditing with training-free statistical estimation of non-member mixture proportions in feature space, yielding reliable forgetting rates and bootstrap reliability ranges.
Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5