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Elf autoencoder for unsupervised exploration of flat-band materials using electronic band structure fingerprints

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Two-dimensional materials with flat electronic bands are promising for realising exotic quantum phenomena such as unconventional superconductivity and nontrivial topology. However, exploring their vast chemical space is a significant challenge. Here we introdu... ...