PRIVET: PRoximIty leakage detection Via Extreme value Theory
It is empirically demonstrated that PRIVET detects memorization and more subtle forms of proximity-based data leakage across diverse data modalities, including settings with very high dimensionality and limited sample sizes such as genetic data, and in underfitting regimes that overfitting-based diagnostics cannot reac...
Antoine Szatkownik, A. Decelle, Beatriz Seoane et al.
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