DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning

Ismat Jarin, Birhanu Eshete

Differential Privacy (DP) has emerged as a rigorous formalism to reason about quantifiable privacy leakage. In machine learning (ML), DP has been employed to limit inference/disclo…