Advanced generalization techniques such as augmentation and early stopping can reduce membership inference attack success rates by up to 100 times, confirmed across more than 1,000 models.
Ml- leaks: Model and data independent membership inference attacks and defenses on machine learning models,
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Generalization and Membership Inference Attack a Practical Perspective
Advanced generalization techniques such as augmentation and early stopping can reduce membership inference attack success rates by up to 100 times, confirmed across more than 1,000 models.