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

Sai Aparna Aketi, Enayat Ullah, Shripad Gade

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…