Conforti, Giovanni

4 publications

ICML 2025 Discrete Markov Probabilistic Models: An Improved Discrete Score-Based Framework with Sharp Convergence Bounds Under Minimal Assumptions Le-Tuyet-Nhi Pham, Dario Shariatian, Antonio Ocello, Giovanni Conforti, Alain Oliviero Durmus
NeurIPS 2025 Exponential Convergence Guarantees for Iterative Markovian Fitting Marta Gentiloni Silveri, Giovanni Conforti, Alain Oliviero Durmus
NeurIPS 2024 Theoretical Guarantees in KL for Diffusion Flow Matching Marta Gentiloni Silveri, Giovanni Conforti, Alain Durmus
COLT 2023 Non-Asymptotic Convergence Bounds for Sinkhorn Iterates and Their Gradients: A Coupling Approach. Giacomo Greco, Maxence Noble, Giovanni Conforti, Alain Durmus