Author

Jin-Qi Luo

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Preprint Oct 2026

Continual Concept Erasure in Diffusion Models by Suppressing Cross-Edit Interference

Concept erasure removes copyright-protected, privacy-sensitive, or otherwise undesirable concepts from pretrained text-to-image diffusion models to support content governance and compliance. As erasure requests arrive over time, models must remove new targets without undoing prior erasures. Existing methods do not cons...

Yong-Liang Wu, Haori Lu, Jin-Qi Luo et al. · 0 citations

Preprint Oct 2026

RASteer: Retain-Aware Activation Steering for Concept Erasure in Diffusion Models

Concept erasure aims to remove a target concept, such as a copyrighted style, a recognizable character, or unsafe content, from a pretrained text-to-image diffusion model while preserving its ability to generate other content. Existing activation steering methods build an erasure direction mainly from the target concep...

Yong-Liang Wu, Haori Lu, Yu-Lun Wu et al. · 0 citations