Log-Concave and Multivariate Canonical Noise Distributions for Differential Privacy

Jordan Awan, Jinshuo Dong

A canonical noise distribution (CND) is an additive mechanism designed to satisfy $f$-differential privacy ($f$-DP), without any wasted privacy budget. $f$-DP is a hypothesis testi…