Denoising Markov Probabilistic Models (DMPM)
Shariatian D., Pham L.T.N., Ocello A., Conforti G., Durmus A.O. (2025). Denoising Markov Probabilistic Models. ArXiv, abs/2502.07939.
CV
Here is my full CV.
Education
- PhD Student, INRIA, Paris, October 2023 - now
- MSc in Mathematics (Distinction), University of Oxford, United Kingdom, 2022 - 2023
- MSc in Applied Mathematics, Ecole Polytechnique, France, 2019 - 2022
- Preparatory Program MPSI/MP, Lycee Saint-louis, Paris, France, 2017 - 2019
Work Experience
- Quantitative research intern, Squarepoint Capital, London, United Kingdom, March-August 2022
- Firmware engineer intern, Ledger, Paris, France, June-September 2021
- R&D intern, Gendarmerie Elite Unit (GIGN), Versailles, France, November-April 2020
Publications
Denoising Levy Probabilistic Models (DLPM)
Shariatian, D., Simsekli, U., & Durmus, A.O. (2025). Denoising Lévy Probabilistic Models. ICLR 2025
Piecewise Deterministic Generative Models
Bertazzi, A., Shariatian, D., Durmus, A.O., Simsekli, U., & Moulines, É. (2024). Piecewise deterministic generative models. NeurIPS 2024
Talks
Denoising Levy Probabilistic Model (DLPM)
Presentation at MFO, Oberwolfach, Oberwolfach, Germany
Denoising Markov Probabilistic Model (DMPM)
Presentation at INRIA Paris, Paris, France
Denoising Levy Probabilistic Model (DLPM)
Presentation at Ecole Polytechnique, Paris, France
Denoising Levy Probabilistic Model (DLPM)
Presentation at the Alan Turing Institute, London, United Kingdom
Teaching
Reviewer
ICML24, NEURIPS24, AAAI25, TMLR, ICLR25, ICML25