Self-learning Monte Carlo for non-Abelian gauge theory with dynamical fermions

نویسندگان

چکیده

In this paper, we develop the self-learning Monte-Carlo (SLMC) algorithm for non-Abelian gauge theory with dynamical fermions in four dimensions to resolve autocorrelation problem lattice QCD. We perform simulations staggered and plaquette action by both hybrid (HMC) SLMC zero finite temperature examine validity of SLMC. confirm that can reduce time reproduce results from HMC. For runs, reproduces correct HMC, including higher-order moments Polyakov loop chiral condensate. Besides, our calculations indicate flavor ${\mathrm{QC}}_{2}\mathrm{D}$ $\stackrel{^}{m}=0.5$ is likely crossover regime Colombia plot.

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ژورنال

عنوان ژورنال: Physical review

سال: 2023

ISSN: ['0556-2813', '1538-4497', '1089-490X']

DOI: https://doi.org/10.1103/physrevd.107.054501