1. Continuous normalizing flows for lattice gauge theories
- Author
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Gerdes, Mathis, de Haan, Pim, Bondesan, Roberto, and Cheng, Miranda C. N.
- Subjects
High Energy Physics - Lattice ,Condensed Matter - Statistical Mechanics ,Computer Science - Machine Learning ,High Energy Physics - Theory - Abstract
Continuous normalizing flows are known to be highly expressive and flexible, which allows for easier incorporation of large symmetries and makes them a powerful tool for sampling in lattice field theories. Building on previous work, we present a general continuous normalizing flow architecture for matrix Lie groups that is equivariant under group transformations. We apply this to lattice gauge theories in two dimensions as a proof-of-principle and demonstrate competitive performance, showing its potential as a tool for future lattice sampling tasks.
- Published
- 2024