Membership Inference Attacks fueled by Few-Short Learning to detect privacy leakage tackling data integrity

Daniel Jiménez-López, Nuria Rodríguez-Barroso, M. Victoria Luzón +1

Deep learning models have an intrinsic privacy issue as they memorize parts of their training data, creating a privacy leakage. Membership Inference Attacks (MIA) exploit it to obt…