Differentially Private Image Classification by Learning Priors from Random Processes

Xinyu Tang, Ashwinee Panda, Vikash Sehwag +1

In privacy-preserving machine learning, differentially private stochastic gradient descent (DP-SGD) performs worse than SGD due to per-sample gradient clipping and noise addition.…