Sobihan Surendran

Non-asymptotic Convergence of Stochastic Gradient Descent in Score-based Generative Models

Stanislas Strasman, Sobihan Surendran, Sylvain Le Corff

Score-based Generative Models (SGMs) have achieved impressive performance in data generation across a wide range of applications. While the statistical properties of their sampling procedures are increasingly well understood, the optimization dynamics underlying their training re…Read more