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Constructing coarse grained super-dimers on the Ammann-Beenker quasicrystal with RSMI-NE.

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RSMI-NE/ABsuperdimers

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arXiv

ABsuperdimers

This repository contains the code used to generate the results in the paper "Machine learning assisted discovery of exotic criticality in a planar quasicrystal". It uses the rsmine package, which discovers the emergent degrees of freedom of dimers on AB tilings to be superdimers on the deflated tiling by solving an information theoretic variational problem.

Main dependencies

  • rsmine
  • networkx
  • tensorflow
  • numpy

Citation

@article{2023arXiv230111934,
  title = {Machine learning assisted discovery of exotic criticality in a planar quasicrystal},
  author = {G\"okmen, Doruk Efe and 
  	Biswas, Sounak and 
  	Huber, Sebastian D. and 
  	Ringel, Zohar and 
  	Flicker, Felix and 
  	Koch-Janusz, Maciej},
  journal = {arXiv e-prints},
  year = {2023},
  month = {Jan},
  eid = {arXiv:2301.11934},
  archivePrefix = {arXiv},
  eprint = {2301.11934},
  primaryClass = {cond-mat.stat-mech}
}

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