1–5 Dec 2025
ECT*
Europe/Rome timezone

Applying normalising-flow-based density of states to 2D U(1) lattice gauge theory with a $\theta$-term

1 Dec 2025, 11:40
40m
Aula Renzo Leonardi (ECT*)

Aula Renzo Leonardi

ECT*

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

Speaker

Simran Singh (University of Bonn)

Description

The normalising-flow-based density of states approach has recently been shown to successfully reconstruct the partition function of (1+1)D scalar field theories, recovering the correct Lee–Yang zeros. In this talk, we extend this idea by applying gauge-equivariant normalizing flows to reconstruct the density of states in pure (1+1)D U(1) gauge theory with a $\theta$-term. In particular, we focus on the steps required to probe the topological phase transition expected at $\theta = \pi$.

Author

Simran Singh (University of Bonn)

Presentation materials

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