DeSIA: Attribute Inference Attacks Against Limited Fixed Aggregate Statistics

Yifeng Mao, Bozhidar Stevanoski, Yves-Alexandre de Montjoye

Empirical inference attacks are a popular approach for evaluating the privacy risk of data release mechanisms in practice. While an active attack literature exists to evaluate mach…