Topological data analysis of the deconfinement transition in SU(3) lattice gauge theory
Daniel Spitz, Julian M. Urban, Jan M. Pawlowski

TL;DR
This paper applies topological data analysis to SU(3) lattice gauge theory to uncover structural differences in phase transitions, revealing dualities and geometric features associated with confinement and deconfinement.
Contribution
It introduces a novel application of topological data analysis to SU(3) gauge theory, highlighting its ability to distinguish phase transition types and identify underlying topological structures.
Findings
Betti curves reveal electromagnetic dualities.
Plaquette susceptibilities correlate with geometric features.
Differences between first and second order phase transitions are identified.
Abstract
We study the confining and deconfining phases of pure lattice gauge theory with topological data analysis. This provides unique insights into long range correlations of field configurations across the confinement-deconfinement transition. Specifically, we analyze non-trivial structures in electric and magnetic field energy densities as well as Polyakov loop traces and a Polyakov loop-based variant of the topological density. The Betti curves for filtrations based on the electric and magnetic field energy densities reveal signals of electromagnetic dualities. These dualities can be associated with an interchange in the roles of local lumps of electric and magnetic energy densities around the phase transition. Moreover, we show that plaquette susceptibilities can manifest in the geometric features captured by the Betti curves. We also compare these findings against…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
