A Blessing of Dimensionality in Membership Inference through Regularization

Jasper Tan, Daniel LeJeune, Blake Mason +2

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…