21–25 Oct 2024
Bethe Center
Europe/Berlin timezone

Hands on NeuLat: a toolbox for neural samplers in lattice field theory

24 Oct 2024, 11:50
40m
Wegelerstr. 10 - Seminar Room 2.019 - 53115 Bonn (Bethe Center)

Wegelerstr. 10 - Seminar Room 2.019 - 53115 Bonn

Bethe Center

Speaker

Dr Christopher Anders

Description

Normalizing flows have increasingly gained attention as a promising
choice for sampling in lattice field theory. However, there has been a
lack of software packages for applying powerful generative Machine
Learning models such as Normalizing flows specifically for lattice field
theory. To fill this gap, we present NeuLat: a fully customizable
software package that allows researchers in lattice field theory to
harness the recent advances in deep generative learning. In this
hands-on session, we explore how NeuLat can considerably simplify the
application and benchmarking of deep generative models for lattice
quantum field theory.

Presentation materials