Tight Group-Level DP Guarantees for DP-SGD with Sampling via Mixture of Gaussians Mechanisms

We give a procedure for computing group-level (ε,δ)-DP guarantees for DP-SGD, when using Poisson sampling or minibatch sampling. Up to discretization errors in the implementation, the DP guarantees computed by this procedure are tight (assuming we release every intermediate iterate).