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ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning
2025-01-22
· ICLR 2025 Poster ·
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Findings
IC-445
Stable Diffusion v1.5 generates nudity for 796 out of 4703 prompts in the I2P inappropriate prompts dataset
IC-446
In Stable Diffusion v1.5, concept-generating neurons are localized in the second layer of FFNs, spanning less than 3% of FFN parameters, and are disentangled from object-generating neurons