It's Our Loss: No Privacy Amplification for Hidden State DP-SGD With Non-Convex Loss

Meenatchi Sundaram Muthu Selva Annamalai

Differentially Private Stochastic Gradient Descent (DP-SGD) is a popular iterative algorithm used to train machine learning models while formally guaranteeing the privacy of users.…