Publications:

• M.Gentiloni-Silveri, A. Ocello, Beyond Log-Concavity and Score Regularity: Improved Convergence Bounds for Score-Based Generative Models in W2-distance, accepted in International Conference on Machine Learning, 2025.

• G.Conforti, A.Durmus, M.Gentiloni-Silveri, KL Convergence Guarantees for Score diffusion models under minimal data assumptions, accepted in SIAM Journal on Mathematics of Data Science, 2025. 

• M.Gentiloni-Silveri, G.Conforti, A.Durmus, Theoretical guarantees in KL for Diffusion Flow Matching, accepted in Neural Information Processing Systems, 2024.