Enayat Ullah

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

Private Evolution (PE) generates high-fidelity synthetic data in federated settings without exposing users'raw data. It aggregates clipped user votes over a shared candidate bank into a differentially private histogram, with noise calibrated to the worst-case user contribution. However, it is unclear whether an adversa...