PAC-Bayesian Generalization Bounds for Adversarial Generative Models. - Sokhna Diarra Mbacke; Florence Clerc; Pascal Germain (ICML, 2023)

Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory. - Sokhna Diarra Mbacke; Florence Clerc; Pascal Germain (NeurIPS, 2023)

A Note on the Convergence of Denoising Diffusion Probabilistic Models. - Sokhna Diarra Mbacke; Omar Rivasplata (Trans. Mach. Learn. Res., 2024)