Rényi Differential Privacy Mechanisms for Posterior Sampling

Joseph Geumlek, Shuang Song, Kamalika Chaudhuri

Using a recently proposed privacy definition of Rényi Differential Privacy (RDP), we re-examine the inherent privacy of releasing a single sample from a posterior distribution. We…