28 July 2024 to 3 August 2024
Europe/London timezone

Progress in normalizing flows for 4d gauge theories

31 Jul 2024, 11:35
20m
Talk Algorithms and Artificial Intelligence Algorithms and artificial intelligence

Speaker

Ryan Abbott (Massachusetts Institute of Technology)

Description

Normalizing flows have recently arisen as a potential tool for aiding in sampling lattice field theories. In this talk I will give an overview of our groups' recent progress in applying normalizing flows to 4-dimensional nonabelian gauge theories, as well as current efforts to scale normalizing flows towards modern lattice field theory calculations.

Primary authors

Daniel Hackett (Fermilab) Fernando Romero-Lopez (MIT / Uni Bern) Gurtej Kanwar (University of Bern) Phiala Shanahan (Massachusetts Institute of Technology) Ryan Abbott (Massachusetts Institute of Technology)

Presentation materials