Differentially Private Federated Learning with Time-Adaptive Privacy Spending

Centralized learning vs. Federated learning How to keep data private? Keep data decentralized by federated learning [1] [1] B. McMahan, et al, "Communication-efficient learning of deep networks from decentralized data," AISTATS, 2017. But clients privacy can leak via sharing local model updates! 3 Training Alg.