Membership inference (MI) attacks pose a significant threat to user privacy in machine learning. While numerous attacks have been proposed, the lack of standardized evaluation parameters and metrics has led to inconsistent and even conflicting comparison results. To address this issue and facilitate a systematic analysis of these disparate findings, we introduce MIBench, a comprehensive benchmark ...Show More
The General Data Protection Regulation (GDPR), implemented by the European Union in 2018, set a global standard for personal data privacy protection. Among its requirements is the “right to be forgotten” which mandates that service providers must delete a user's personal data upon the user's request to withdraw data authorization. However, deep learning networks tend to retain learned information,...Show More
