Publications

Publications

Publications

For the most up-to-date record of my publications, you can also check Google Scholar.

Selected paper

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

With Yazid Janati, Dario Shariatian, Umut Simsekli, Eric Moulines, Eric P. Xing, and Alain Durmus

This paper revisits uniform discrete diffusion, identifies the leave-one-out denoising target behind its reverse parameterization, and introduces an absorbing-state reformulation that improves sampling and generation.

Read on arXiv

Marginalization bridge diagram from Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation

Bibliography

Full list

Gourevitch, Samson, Alain Durmus, Eric Moulines, Jimmy Olsson, and Yazid Janati. 2026. Categorical Reparameterization with Denoising Diffusion Models (ICML 2026). arXiv. https://doi.org/10.48550/arXiv.2601.00781.
Gourevitch, Samson, Yazid Janati, Dario Shariatian, et al. 2026. Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation. arXiv. https://doi.org/10.48550/arXiv.2605.22765.