Zijie Peng

SCNS: Continual Personalization of Diffusion Models via Submodular Concept Neuron Selection

Custom diffusion models (CDMs) have demonstrated impressive success in visual personalization tasks by enabling the generation of user-specific concepts. However, existing CDMs typically assume that personalized concepts are static and rely on costly model merging or sequential updates that are pron…