Charlie Harrison

Balls-and-Bins Sampling for DP-SGD

We introduce the _Balls-and-Bins_ sampling for differentially private (DP) optimization methods such as DP-SGD. While it has been common practice to use some form of shuffling in DP-SGD implementations, privacy accounting algorithms have typically assumed that Poisson subsampling is used instead. Re…