PLRV-O: Advancing Differentially Private Deep Learning via Privacy Loss Random Variable Optimization

Qin Yang, Nicholas Stout, Meisam Mohammady +6

Differentially Private Stochastic Gradient Descent (DP-SGD) is a standard method for enforcing privacy in deep learning, typically using the Gaussian mechanism to perturb gradient…