ReCARE introduces a framework that preserves benign co-occurring concepts during unlearning by defining CARE (Co-occurring Associated REtained concepts) and using a CARE score to quantify their retention. It automatically constructs a CARE-set from target images and integrates it into training to ensure stable unlearning while erasing only the target concept.
ReCARE: Robust erasure for co-occurring retained concepts in diffusion unlearning
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