Membership Inference Attacks as Privacy Tools: Reliability, Disparity and Ensemble

Zhiqi Wang, Chengyu Zhang, Yuetian Chen +3

Membership inference attacks (MIAs) pose a significant threat to the privacy of machine learning models and are widely used as tools for privacy assessment, auditing, and machine u…