Shripad Gade

Canaries in the Bank: Auditing User-Level Privacy in Private Evolution

A protocol-aware empirical audit is introduced in which the server commits to a single shared candidate bank and replaces roughly 1% of its entries with probes derived from a known, non-private canary, to quantify the gap between formal worst-case privacy and leakage achievable through protocol-valid candidate-bank man...