Score Accuracy Along the Forward Diffusion Does Not Certify Numerical Stability in Diffusion Sampling

A recent study shows that score matching does not guarantee numerical stability in diffusion sampling. The researchers construct a smooth score field with arbitrarily small forward-marginal error, but its reverse-time process may still lose numerical stability. This finding has significant implications for the development of stable diffusion sampling algorithms.

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