18–24 Aug 2024
Cairns, Queensland, Australia
Australia/Brisbane timezone

Studying Effective String Theory using deep generative models.

22 Aug 2024, 16:30
20m
M2

M2

Oral A: Vacuum Structure and Confinement Vacuum Structure and Confinement

Speaker

Elia Cellini (University of Turin / INFN Turin)

Description

Effective String Theory (EST) represents a powerful non-perturbative approach to describe confinement in Yang-Mills theory by modeling the confining flux tube connecting a static quark-anti-quark pair as a thin vibrating string. EST calculations are usually tackled using zeta-function regularization; however, there are situations (for instance, the study of the shape of the flux tube or of the higher-order corrections beyond the Nambu-Goto EST) which involve observables that are too complex to be addressed in this way. Nevertheless, recent works have shown that EST can be numerically studied leveraging machine learning techniques based on deep generative algorithms. In this talk, we briefly introduce EST and the new numerical approaches. Finally, we present results for the Nambu-Goto string and its higher-order corrections.

Primary authors

Elia Cellini (University of Turin / INFN Turin) Prof. Michele Caselle (University of Turin / INFN Turin) Dr Alessandro Nada (University of Turin / INFN Turin)

Presentation materials