Double Momentum and Error Feedback for Clipping with Fast Rates and Differential Privacy

Rustem Islamov, Samuel Horvath, Aurelien Lucchi +2

Strong Differential Privacy (DP) and Optimization guarantees are two desirable properties for a method in Federated Learning (FL). However, existing algorithms do not achieve both…