Private Adaptive Gradient Methods for Convex Optimization

Hilal Asi, John C. Duchi, Alireza Fallah, Omid Javidbakht, Kunal Talwar

Abstract: We study adaptive methods for differentially private convex optimization, proposing and analyzing differentially private variants of a Stochastic Gradient Descent (SGD) algorithm with adaptive step...