Membership-doctor: Comprehensive assessment of membership inference against machine learning models

X He, Z Li, W Xu, C Cornelius, Y Zhang - arXiv preprint arXiv:2208.10445, 2022 - arxiv.org
Machine learning models are prone to memorizing sensitive data, making them vulnerable
to membership inference attacks in which an adversary aims to infer whether an input …

Membership-Doctor: Comprehensive Assessment of Membership Inference Against Machine Learning Models

X He, Z Li, W Xu, C Cornelius, Y Zhang - arXiv e-prints, 2022 - ui.adsabs.harvard.edu
Abstract Machine learning models are prone to memorizing sensitive data, making them
vulnerable to membership inference attacks in which an adversary aims to infer whether an …