01▲Bounds on the Posterior-to-Prior Ratios for Inclusion Belief under Bounded Differential Privacy arxiv.org Arxiv paper bounding how much DP releases can move inclusion beliefs, with Gaussian-mechanism failure-probability math.arxivdifferential-privacygaussian-mechanismprivacyprobabilistic-privacystatistics0 pts/ivan/5 days ago/1 comment
02▲Picture the Epsilon: Pursuing Identity-Level Privacy Guarantees for Images arxiv.org Audits four ways to estimate identity-level ε for face generators, and yes, the answer depends on hyperparameters.arxivauditingdifferential-privacyface-recognitionhypothesis-testingimagesprivacystatistics0 pts/vossr/18 days ago/discuss