Tag
#membership-inference
2 posts tagged membership-inference.
- primer
Membership Inference vs. Model Inversion: Privacy Attacks
Membership inference asks 'was this sample in the training set?' Model inversion asks 'what samples were in the training set?
- attacks
Membership Inference Attacks: What Works on Production ML APIs
Shokri et al.'s shadow-model attack is the canonical reference, but the gap between the paper's threat model and a real rate-limited API is wide.