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Smoothing the Score Function to Enhance Generalization in Diffusion Models

Zhou, Xinyu et al.
arXiv (All) · Papers
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machine-learning
Diffusion models achieve remarkable generation quality, yet face a fundamental challenge known as memorization, where generated samples can replicate training samples exactly. We develop a theoretical framework to explain this phenomenon by showing that the empirical score function (the score functi
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