Marta Gentiloni Silveri

According to our database, Marta Gentiloni Silveri authored at least 4 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

KL Convergence Guarantees for Score Diffusion Models under Minimal Data Assumptions.

Giovanni Conforti, Alain Durmus, Marta Gentiloni Silveri

SIAM J. Math. Data Sci., 2025

Exponential Convergence Guarantees for Iterative Markovian Fitting.

Marta Gentiloni Silveri, Giovanni Conforti, Alain Durmus

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Beyond Log-Concavity and Score Regularity: Improved Convergence Bounds for Score-Based Generative Models in W2-distance.

Marta Gentiloni Silveri, Antonio Ocello

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

Theoretical guarantees in KL for Diffusion Flow Matching.

Marta Gentiloni Silveri, Alain Durmus, Giovanni Conforti

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024