90 citations · 251 across the 11 of their papers we have counts for
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cond-mat.stat-mech2023★ 1 cited
Overlap renormalization group transformations for disordered systems
Dimitrios Bachtis
We establish a renormalization group approach which is implemented on the degrees of freedom defined by the overlap of two replicas to determine the critical fixed point and to ext…
cond-mat.stat-mech2020★ 43 cited
Mapping distinct phase transitions to a neural network
Dimitrios Bachtis, Gert Aarts, Biagio Lucini
We demonstrate, by means of a convolutional neural network, that the features learned in the two-dimensional Ising model are sufficiently universal to predict the structure of symm…
cond-mat.stat-mech2020★ 34 cited
Extending machine learning classification capabilities with histogram reweighting
Dimitrios Bachtis, Gert Aarts, Biagio Lucini
We propose the use of Monte Carlo histogram reweighting to extrapolate predictions of machine learning methods. In our approach, we treat the output from a convolutional neural net…