Almost Sure Convergence Analysis of Differentially Private Stochastic Gradient Methods

Amartya Mukherjee, Jun Liu

Differentially private stochastic gradient descent (DP-SGD) has become the standard algorithm for training machine learning models with rigorous privacy guarantees. Despite its wid…