27–31 May 2024
ECT*
Europe/Rome timezone

Renormalizing Diffusion Models

30 May 2024, 11:30
45m
Aula Renzo Leonardi (ECT*)

Aula Renzo Leonardi

ECT*

Strada delle Tabarelle 286, I-38123 Villazzano (Trento)

Speaker

Semen Rezchikov (Princeton University / Institute of Advanced Study)

Description

I will explain how Polchinski’s formulation of the renormalization group of a statistical field theory can be seen as a gradient flow equation for a relative entropy functional. Subsequently, I will explain how this idea can be used to design adaptive bridge sampling schemes for lattice field theories. or equivalently diffusion models which learn the RG flow of the theory (in a precise sense). Time permitting, I will discuss the interaction of this numerical method with effective field theory. Based on joint work with Jordan Cotler.

Primary author

Semen Rezchikov (Princeton University / Institute of Advanced Study)

Co-author

Jordan Cotler (Harvard University)

Presentation materials