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Deep learning on the 2-dimensional Ising model to extract the crossover region with a variational autoencoder

The 2-dimensional Ising model on a square lattice is investigated with a variational autoencoder in the non-vanishing field case for the purpose of extracting the crossover region between the ferromagnetic and paramagnetic phases. The encoded latent variable space is found to provide suitable metric...

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Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:Sci Rep
Egile Nagusiak: Walker, Nicholas, Tam, Ka-Ming, Jarrell, Mark
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Nature Publishing Group UK 2020
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC7400542/
https://ncbi.nlm.nih.gov/pubmed/32747725
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-020-69848-5
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