arxivcs.CV2026-07-06
Erasing Without Collateral Damage: Precise Concept Removal in Diffusion Models
Parth Upman, Nishita Jain, Shreyank N Gowda
Training-free concept erasure is an attractive mechanism for controlling text-to-image diffusion models, but precise erasure often comes at the cost of damaging semantically related non-target concepts. Existing value-space methods remove the component of each cross-attention val…