We argue that the approximate proximal operation will essentially have no impact on the guarantees of A ProxGD as compared to those of A NSGD .
in terms of privacy, the sensitivity of the approximate gradients (evaluated via the approximate prox operator) will basically remain the same as that of the exact gradients.