Erasing Without Collateral Damage: Precise Concept Removal in Diffusion Models
CARE is introduced, a closed-form concept erasure operator that replaces the raw target direction with a kept-subspace-aware direction computed from a small bank of retained concept anchors, and preserves non-target concepts more faithfully while maintaining competitive erasure across instance, style, and celebrity concepts.