Continuous Learning Diffusion

Diffusive Stability-Plasticity

Fundamental dilemma between the need to maintain existing performance (stability) and adaptation to new knowledge (plasticity). The optimal balance in diffusion models enables continuous evolution without degradation of initial capabilities.

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