Jasper Tan

A Blessing of Dimensionality in Membership Inference through Regularization

2022 · arXiv (Cornell University)

Is overparameterization a privacy liability? In this work, we study the effect that the number of parameters has on a classifier's vulnerability to membership inference attacks. We first demonstrate how the number of parameters of …