Volume 466 - The 41st International Symposium on Lattice Field Theory (LATTICE2024) - Algorithms and Artificial Intelligence
Progress in Normalizing Flows for 4d Gauge Theories
R. Abbott*, D. Boyda, G. Kanwar, F. Romero-Lopez, D. Hackett, P. Shanahan and J. Urban
*: corresponding author
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Pre-published on: February 12, 2025
Published on: —
Abstract
Normalizing flows have arisen as a tool to accelerate Monte Carlo sampling for lattice field theories. This work reviews recent progress in applying normalizing flows to 4-dimensional nonabelian gauge theories, focusing on two advancements: an architectural improvement referred to as learned active loops, and the application of correlated ensemble methods to QCD with $N_f=2$ dynamical fermions.
DOI: https://doi.org/10.22323/1.466.0066
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