AI RESEARCH
Crafting Your Evolving Dreams: Concept-Incremental Versatile Customization
arXiv CS.LG
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ArXi:2606.04797v1 Announce Type: cross Custom diffusion models (CDMs) have garnered significant interest owing to their remarkable capacity for generating personalized concepts. However, the majority of CDMs unrealistically presume that the user's collection of personalized concepts is static and incapable of incremental growth over time. Furthermore, they exhibit significant catastrophic forgetting and concept neglect of previously learned concepts when incrementally learning a sequence of new ones.