Mind the Gap: Mixtures of Gaussians in Approximate Differential Privacy

Huikang Liu, Aras Selvi, Wolfram Wiesemann

We design a class of additive noise mechanisms that satisfy \((\varepsilon, δ)\)-differential privacy (DP) for scalar, real-valued query functions with known sensitivities, with a…