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Home/Authors/Yiwei Zhou

Yiwei Zhou

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26

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Stats ML×1ML×1Numerical Analysis×1Probability×1

Research Timeline

2026
Score Accuracy Along the Forward Diffusion Does Not Certify Numerical Stability in Diffusion Sampling

This paper shows that small forward-marginal error in score matching does not guarantee numerical stability, and constructs a smooth score field with small forward-marginal error but diverging moments and Wasserstein distances.

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Papers

stat.MLcs.LGmath.NATheoreticalRecentJul 9, 2026

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

Yiwei Zhou

This paper shows that small forward-marginal error in score matching does not guarantee numerical stability, and constructs a smooth score field with small forward-marginal error but diverging moments…

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