Shariatian, Dario

4 publications

NeurIPS 2025 Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models Benjamin Dupuis, Dario Shariatian, Maxime Haddouche, Alain Oliviero Durmus, Umut Simsekli

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

ICLR 2025 Heavy-Tailed Diffusion with Denoising Levy Probabilistic Models Dario Shariatian, Umut Simsekli, Alain Oliviero Durmus

NeurIPS 2024 Piecewise Deterministic Generative Models Andrea Bertazzi, Dario Shariatian, Umut Simsekli, Eric Moulines, Alain Durmus