Gradients Look Alike: Sensitivity is Often Overestimated in DP-SGD

Anvith Thudi and Hengrui Jia, University of Toronto and Vector Institute; Casey Meehan, UC San Diego; Ilia Shumailov, University of Oxford; Nicolas Papernot, University of Toronto and Vector Institute