Membership Inference Defense

MIAShield: Defending Membership Inference Attacks via Preemptive Exclusion of Members

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 …

Ismat Jarin

• Jan 1, 2023 • 1 min read

Privacy-Preserving ML

PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting

When multiple parties that deal with private data aim for a collaborative prediction task such as medical image classification, they are often constrained by data protection …

Ismat Jarin

• Jan 1, 2021 • 1 min read

No results found

Membership Inference Defense

MIAShield: Defending Membership Inference Attacks via Preemptive Exclusion of Members

PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting