Generalization Properties of Score-matching Diffusion Models for Intrinsically Low-dimensional Data
arXiv:2610.02663v1 Announce Type: new Abstract: Despite the remarkable empirical success of flow-matching models, their statistical generalization guarantees remain underdeveloped. Existing analyses often impose restrictive assumptions on the estimated velocity field and yield convergence rates tha…
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- 2026-10-05 04:00 · arXiv stat.ML
Generalization Properties of Score-matching Diffusion Models for Intrinsically Low-dimensional Data