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Machine Unlearning with Minimal Gradient Dependence for High Unlearning Ratios
This lightweight, scalable method significantly enhances model accuracy and strengthens resistance to membership inference attacks.
Is Diffusion Model Safe? Severe Data Leakage via Gradient-Guided Diffusion Model
Gradient leakage has been identified as a potential source of privacy breaches in modern image processing systems, where the adversary can completely reconstruct the training images from leaked gradients.
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