Privacy for All: Demystify Vulnerability Disparity of Differential Privacy against Membership Inference Attack

Bo Zhang, Ruotong Yu, Haipei Sun +3

Machine learning algorithms, when applied to sensitive data, pose a potential threat to privacy. A growing body of prior work has demonstrated that membership inference attack (MIA…