Secure Aggregation is Not Private Against Membership Inference Attacks

Khac-Hoang Ngo, Johan Östman, Giuseppe Durisi +1

Secure aggregation (SecAgg) is a commonly-used privacy-enhancing mechanism in federated learning, affording the server access only to the aggregate of model updates while safeguard…