Differentially Private Federated Learning with Local Regularization and Sparsification

Anda Cheng, Peisong Wang, Xi Sheryl Zhang +1

User-level differential privacy (DP) provides certifiable privacy guarantees to the information that is specific to any user's data in federated learning. Existing methods that ens…