496 citations · 883 across the 12 of their papers we have counts for
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cond-mat.stat-mech2017★ 146 cited
Machine Learning of Explicit Order Parameters: From the Ising Model to SU(2) Lattice Gauge Theory
Sebastian Johann Wetzel, Manuel Scherzer
We present a procedure for reconstructing the decision function of an artificial neural network as a simple function of the input, provided the decision function is sufficiently sy…
cond-mat.stat-mech2017★ 496 cited
Unsupervised learning of phase transitions: from principal component analysis to variational autoencoders
Sebastian Johann Wetzel
We employ unsupervised machine learning techniques to learn latent parameters which best describe states of the two-dimensional Ising model and the three-dimensional XY model. Thes…