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Why Diffusion Models Don’t Memorize: The Role of Implicit Dynamical Regularization in Training

Official Best PaperGenerative modeling

Separates the onset of useful diffusion generation from later training-data memorization. Experiments and a random-features model analyze how training dynamics create a window of generalization before memorization.

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Separates the onset of useful diffusion generation from later training-data memorization. Experiments and a random-features model analyze how training dynamics create a window of generalization before memorization.

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ID: neurips-2025-diffusion-dynamical-regularization · Last verified:

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