Investigating Membership Inference Attacks under Data Dependencies

1 code implementation • 23 Oct 2020 • Thomas Humphries, Simon Oya, Lindsey Tulloch, Matthew Rafuse, Ian Goldberg, Urs Hengartner, Florian Kerschbaum

Our results reveal that training set dependencies can severely increase the performance of MIAs, and therefore assuming that data samples are statistically independent can significantly underestimate the performance of MIAs.

BIG-bench Machine Learning Inference Attack +1