Welcome to my academic profile!
I am currently a Postdoctoral Researcher at Heidelberg University, in Heidelberg, Germany, working under the supervision of Claudia Strauch.
Before joining Heidelberg University, I completed my PhD in Mathematics at École Polytechnique in Palaiseau, France, under the supervision of Giovanni Conforti and Alain Durmus. My PhD thesis is entitled “Non-asymptotic Convergence Guarantees for Diffusion-based Generative Models under Minimal Assumptions.”
My research interests are broadly in stochastic analysis, optimal transport, and machine learning. I am particularly interested in understanding the mathematical foundations of diffusion-based generative models, especially score-based models, diffusion flow matching, and Schrödinger bridges, and in studying when and why these methods work.
Contacts :
Feel free to stop by my office № (4/411) at
Mathematikon, Universität Heidelberg, Berliner Str. 41-49, 69120 Heidelberg
or reach out via email at
gentiloni-silveri[at]math.uni-heidelberg.de