CARE replaces the raw target direction in value-space concept erasure with a covariance-aware retained-subspace direction, reducing collateral damage to non-target concepts at negligible computational cost.
Annals of Eugenics7(2), 179–188 (1936) 3, 4
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Erasing Without Collateral Damage: Precise Concept Removal in Diffusion Models
CARE replaces the raw target direction in value-space concept erasure with a covariance-aware retained-subspace direction, reducing collateral damage to non-target concepts at negligible computational cost.