MIAShield: Defending Membership Inference Attacks via Preemptive Exclusion of Members

Ismat Jarin, Birhanu Eshete

In membership inference attacks (MIAs), an adversary observes the predictions of a model to determine whether a sample is part of the model's training data. Existing MIA defenses c…