Discrete Flow Matching: Convergence Guarantees Under Minimal Assumptions.

Le-Tuyet-Nhi Pham

Le-Tuyet-Nhi Pham Giovanni Conforti Zhenjie Ren Alain Durmus Discrete Flow Matching: Convergence Guarantees Under Minimal Assumptions. 2026 May abs/2605.08882 CoRR https://doi.org/10.48550/arXiv.2605.08882 db/journals/corr/corr2605.html#abs-2605-08882 streams/journals/corr

Le-Tuyet-Nhi Pham Dario Shariatian Antonio Ocello Giovanni Conforti Alain Oliviero Durmus Discrete Markov Probabilistic Models: An Improved Discrete Score-Based Framework with sharp convergence bounds under minimal assumptions. 2025 ICML https://proceedings.mlr.press/v267/pham25a.html https://openreview.net/forum?id=biJiSMLGOV conf/icml/2025 db/conf/icml/icml2025.html#PhamSOCD25

Le-Tuyet-Nhi Pham Dario Shariatian Antonio Ocello Giovanni Conforti Alain Durmus Discrete Markov Probabilistic Models. 2025 February abs/2502.07939 CoRR https://doi.org/10.48550/arXiv.2502.07939 db/journals/corr/corr2502.html#abs-2502-07939 streams/journals/corr

Giovanni Conforti Alain Durmus Le-Tuyet-Nhi Pham Gaël Raoul Non-Asymptotic Convergence of Discrete Diffusion Models: Masked and Random Walk dynamics. 2025 December abs/2512.00580 CoRR https://doi.org/10.48550/arXiv.2512.00580 db/journals/corr/corr2512.html#abs-2512-00580 streams/journals/corr

Giovanni Conforti Alain DurmusAlain Oliviero Durmus Antonio Ocello Gaël Raoul Zhenjie Ren Dario Shariatian