Phuong Ha Nguyen

Bringing Differential Private SGD to Practice: On the Independence of Gaussian Noise and the Number of Training Rounds

2021 · arXiv (Cornell University)

In the context of DP-SGD each round communicates a local SGD update which leaks some new information about the underlying local data set to the outside world. In order to provide privacy, Gaussian noise is …