Dario Shariatian

According to our database, Dario Shariatian authored at least 9 papers between 2024 and 2026.

Collaborative distances:

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

2026

Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation.

Samson Gourevitch, Yazid Janati, Dario Shariatian, Umut Simsekli, Eric Moulines, Eric P. Xing, Alain Durmus

CoRR, May, 2026

2025

Latent Discrete Diffusion Models.

Dario Shariatian, Alain Durmus, Stefano Peluchetti

CoRR, October, 2025

Algorithm- and Data-Dependent Generalization Bounds for Score-Based Generative Models.

Benjamin Dupuis, Dario Shariatian, Maxime Haddouche, Alain Durmus, Umut Simsekli

CoRR, June, 2025

Discrete Markov Probabilistic Models.

Le-Tuyet-Nhi Pham, Dario Shariatian, Antonio Ocello, Giovanni Conforti, Alain Durmus

CoRR, February, 2025

Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models.

Benjamin Dupuis, Dario Shariatian, Maxime Haddouche, Alain Durmus, Umut Simsekli

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

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

Heavy-Tailed Diffusion with Denoising Levy Probabilistic Models.

Dario Shariatian, Umut Simsekli, Alain Oliviero Durmus

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Denoising Lévy Probabilistic Models.

Dario Shariatian, Umut Simsekli, Alain Durmus

CoRR, 2024

Piecewise deterministic generative models.

Andrea Bertazzi, Dario Shariatian, Umut Simsekli, Eric Moulines, Alain Durmus

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