Generalization Bounds for Flow-matching Generative Models for Intrinsically Low-dimensional Data.

arXiv:2610.02663v2 Announce Type: replace-cross Abstract: Despite the remarkable empirical success of flow-matching models, their statistical generalization guarantees remain underdeveloped. Existing analyses often impose restrictive assumptions on the estimat