Optimizing Noise for $f$-Differential Privacy via Anti-Concentration and Stochastic Dominance

Jordan Awan, Aishwarya Ramasethu

In this paper, we establish anti-concentration inequalities for additive noise mechanisms which achieve $f$-differential privacy ($f$-DP), a notion of privacy phrased in terms of a…