SAFER is a continual unlearning method that prevents progressive accuracy loss on retain data and reversal of forgetting by enforcing representation stability and negative logit margins.
Implementation Original Models.We trained ResNet-18 on CIFAR-100, ResNet-50 on VGGFace2, and ViT-B/16 on MUFAC from scratch
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Robust Continual Unlearning against Knowledge Erosion and Forgetting Reversal
SAFER is a continual unlearning method that prevents progressive accuracy loss on retain data and reversal of forgetting by enforcing representation stability and negative logit margins.