Do Parameters Reveal More than Loss for Membership Inference?

Anshuman Suri, Xiao Zhang, David Evans

Membership inference attacks are used as a key tool for disclosure auditing. They aim to infer whether an individual record was used to train a model. While such evaluations are us…