arxivcs.LGcs.ITstat.ML2026-07-24
From Score Approximation to Distribution Approximation in Score-Based Diffusion Models
Score-based diffusion models have achieved remarkable empirical success in generative modeling, yet their approximation-theoretic foundations remain incomplete. In particular, although classical universal approximation theorems guarantee that neural networks can approximate score…