Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Generalization properties of restricted Boltzmann machine for
  short-range order   The restricted Boltzmann machine (RBM) is used to investigate short-range
order in binary alloys. The network is trained on the data collected by Monte
Carlo simulations for a simple Ising-like binary alloy model and used to
calculate the Warren--Cowley short-range order parameter and other
thermodynamic properties. We demonstrate that RBM not only reproduces the order
parameters for the alloy concentration at which it was trained, but can also
predict them for any other concentrations.

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The categories of this paper are: math
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The categories of this paper are: comp-gas
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The categories of this paper are: ao-sci
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The categories of this paper are: adap-org
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The categories of this paper are: q-fin
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The categories of this paper are: astro-ph
29
The categories of this paper are: funct-an
30
The categories of this paper are: q-alg
34
The categories of this paper are: chem-ph
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The categories of this paper are: stat
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The categories of this paper are: acc-phys
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The categories of this paper are: hep-th
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The categories of this paper are: hep-lat
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The categories of this paper are: cmp-lg
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The categories of this paper are: nucl-th
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The categories of this paper are: supr-con