21 citations · 24 across the 6 of their papers we have counts for
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hep-lat2020
Self-learning Monte-Carlo for non-abelian gauge theory with dynamical fermions
Yuki Nagai, Akinori Tanaka, Akio Tomiya
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 the autocorrelation prob…
hep-lat2017★ 21 cited
Towards reduction of autocorrelation in HMC by machine learning
Akinori Tanaka, Akio Tomiya
In this paper we propose new algorithm to reduce autocorrelation in Markov chain Monte-Carlo algorithms for euclidean field theories on the lattice. Our proposing algorithm is the…