Giorgio Severi

Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning

The integration of Machine Learning (ML) in numerous critical applications introduces a range of privacy concerns for individuals who provide their datasets for ML training purposes. One such privacy risk is Membership Inference (MI), in which an adversary seeks to determine whether a particular dat…