Metric Differential Privacy at the User-Level Via the Earth Mover's Distance

Jacob Imola, Amrita Roy Chowdhury, Kamalika Chaudhuri

Metric differential privacy (DP) provides heterogeneous privacy guarantees based on a distance between the pair of inputs. It is a widely popular notion of privacy since it capture…