Author

Parth Upman

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Preprint Jul 2026

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.

Parth Upman, Nishita Jain, S. Gowda · 0 citations