When Are Concepts Erased From Diffusion Models?
This research tests whether erasing a target concept from a diffusion model truly removes its knowledge or just redirects generation. It compares two erasure methods: guidance-based avoidance and destruction-based removal. Through comprehensive probing techniques like optimization searches and in-context testing, the study finds that most methods only avoid concepts rather than fundamentally removing underlying knowledge.