Piecewise deterministic generative models. - Andrea Bertazzi; Dario Shariatian; Umut Simsekli; Eric Moulines; Alain Durmus (NeurIPS, 2024)

Denoising Lévy Probabilistic Models. - Dario Shariatian; Umut Simsekli; Alain Durmus (CoRR, 2024)

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

Discrete Markov Probabilistic Models. - Le-Tuyet-Nhi Pham; Dario Shariatian; Antonio Ocello; Giovanni Conforti; Alain Durmus (CoRR, 2025)

Algorithm- and Data-Dependent Generalization Bounds for Score-Based Generative Models. - Benjamin Dupuis; Dario Shariatian; Maxime Haddouche; Alain Durmus; Umut Simsekli (CoRR, 2025)