25-30 November 2024
Saint-Petersburg University
Europe/Moscow timezone

Effective approximation of high-dimensional probability distributions

27 Nov 2024, 10:55
45m
Saint-Petersburg University

Saint-Petersburg University

Department of Mathematics and Computer Sciences, Saint-Petersburg University, Saint Petersburg, 14 line V.O., 29B Yandex maps link: https://yandex.ru/maps/-/CDw2mFl9 Google maps link: https://maps.app.goo.gl/L1Nrzf81wahREKop6 ZOOM streaming at: TBA

Speaker

Ivan Oseledets (Skolkovo Institute of Science and Technology, Moscow)

Description

In this talk, I will discuss recent advances and challenges in the approximation of high-dimensional probability
distributions, knowing only its samples $x_1, \ldots, x_n$.
Such problems appear in many applications. I will discuss techniques such as normalising flows, diffusion models and flow matching.

Primary author

Ivan Oseledets (Skolkovo Institute of Science and Technology, Moscow)

Presentation Materials

There are no materials yet.