176 citations · 1.9k across the 82 of their papers we have counts for
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cond-mat.dis-nn2021★ 8 cited
Machine Learning the Square-Lattice Ising Model
Burak Çivitcioğlu, Rudolf A. Römer, Andreas Honecker
Recently, machine-learning methods have been shown to be successful in identifying and classifying different phases of the square-lattice Ising model. We study the performance and…
cond-mat.dis-nn2021★ 4 cited
Machine learning the 2D percolation model
Djénabou Bayo, Andreas Honecker, Rudolf A. Römer
We use deep-learning strategies to study the 2D percolation model on a square lattice. We employ standard image recognition tools with a multi-layered convolutional neural network.…