Welcome to my academic profile!
I am currently pursuing a PhD in Mathematics at École Polytechnique, under the supervision of Giovanni CONFORTI and Alain DURMUS.
My PhD project is about "Bridging the gap between optimal transport and diffusion generative models: from theory to algorithms."
My research interests span several areas within stochastic analysis and control, particularly focusing on applications in machine learning and optimal transport. I am fascinated by stochastic algorithms (and their convergence), such as Scored-Based Diffusion Models, Diffusion Flow Matching Models and Schrödinger Bridge-based algorithms.
Want to know more about my thesis? Check out the new white book Visions of Research (pages 42–44)
Contacts :
I split my time between Paris and Palaiseau.
Feel free to stop by my offices
Office 1: [CMAP, École Polytechnique, n 2016], Office 2: [LPSM, Sorbonne Université, n 209, Tower 15-25]
after having reached out via email at
Email: [ marta.gentiloni-silveri[at]polytechnique.edu ]