Information Theory in Privacy-Preserving Computation: How to Understand and Measure Information Leakage
Starting from the attacker's observations and auxiliary information, this article introduces entropy, conditional mutual information, the …
privacy
Privacy Leakage in Deep Learning: What Models, Predictions, and Gradients Reveal
Reviewing membership inference, attribute inference, model inversion, and training data extraction; deriving the recoverability of …