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Author

Jin-Qi Luo

2 papers indexed here

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Preprint Oct 2026

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

Across continual erasure of celebrities, artistic styles, and instances, CEASE achieves the most consistent erase-preserve trade-off, while existing methods either degrade general generation or insufficiently erase targets.

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. · 1 citation

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