81 citations · 407 across the 27 of their papers we have counts for
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3 papers · 1 filter
physics.comp-ph2020★ 2 cited
Neural Network Statistical Mechanics
Lingxiao Wang, Yin Jiang, Kai Zhou
We propose a general framework to extract microscopic interactions from raw configurations with deep neural networks. The approach replaces the modeling Hamiltonian by the neural n…
cond-mat.dis-nn2020★ 16 cited
Continuous-mixture Autoregressive Networks for efficient variational calculation of many-body systems
Lingxiao Wang, Yin Jiang, Lianyi He +1
We develop deep autoregressive networks with multi channels to compute many-body systems with \emph{continuous} spin degrees of freedom directly. As a concrete example, we embed th…
hep-ph2020★ 13 cited
Mode Decomposed Chiral Magnetic Effect and Rotating Fermions
Kenji Fukushima, Takuya Shimazaki, Lingxiao Wang
We present a novel perspective to characterize the chiral magnetic and related effects in terms of angular decomposed modes. We find that the vector current and the chirality densi…