CCD: Continual Consistency Diffusion for Lifelong Generative Modeling
The Continual Diffusion Generation (CDG) is introduced, a structured pipeline that redefines how diffusion models are implemented under CL and enables systematic evaluation of GCF, and a principled training framework that fosters long-term retention of generative knowledge and stable integration of new capabilities.