Theoretical guarantees in KL for Diffusion Flow Matching. - Marta Gentiloni Silveri; Alain Durmus; Giovanni Conforti (NeurIPS, 2024)

KL Convergence Guarantees for Score Diffusion Models under Minimal Data Assumptions. - Giovanni Conforti; Alain Durmus; Marta Gentiloni Silveri (SIAM J. Math. Data Sci., 2025)

Beyond Log-Concavity and Score Regularity: Improved Convergence Bounds for Score-Based Generative Models in W2-distance. - Marta Gentiloni Silveri; Antonio Ocello (CoRR, 2025)