Elf autoencoder for unsupervised exploration of flat-band materials using electronic band structure fingerprints
Abstract 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 introduce elf, an unsupervised convolu...
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Main Authors: | Henry Kelbrick Pentz, Thomas Warford, Ivan Timokhin, Hongpeng Zhou, Qian Yang, Anupam Bhattacharya, Artem Mishchenko |
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Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2025-01-01
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Series: | Communications Physics |
Online Access: | https://doi.org/10.1038/s42005-025-01936-2 |
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