The Privacy Onion Effect: Memorization is Relative. (arXiv:2206.10469v2 [cs.LG] UPDATED)

Web: http://arxiv.org/abs/2206.10469

Machine learning models trained on private datasets have been shown to leak
their private data. While recent work has found that the average data point is
rarely leaked, the outlier samples are frequently subject to memorization and,
consequently, privacy leakage. We demonstrate and analyse an Onion Effect of
memorization: removing the "layer" of outlier points that are most vulnerable
to a privacy attack exposes a new layer of previously-safe points to the same
attack. We perform several experiments to study …

arxiv lg privacy