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Unsupervised classification of non-Hermitian topological phases under symmetries

Yang Long Haoran Xue Baile Zhang

国家科学评论（英文版）2026，Vol.13Issue(1)：20-34,15.

国家科学评论（英文版）2026，Vol.13Issue(1)：20-34,15.DOI:10.1093/nsr/nwaf536

Unsupervised classification of non-Hermitian topological phases under symmetries

Yang Long ¹Haoran Xue ²Baile Zhang³

作者信息

1. School of Physics Science and Engineering,Tongji University,Shanghai 200092,China||Division of Physics and Applied Physics,School of Physical and Mathematical Sciences,Nanyang Technological University,Singapore 637371,Singapore
2. Department of Physics,The Chinese University of Hong Kong,Hong Kong 999077,China
3. Division of Physics and Applied Physics,School of Physical and Mathematical Sciences,Nanyang Technological University,Singapore 637371,Singapore||Centre for Disruptive Photonic Technologies,Nanyang Technological University,Singapore 637371,Singapore
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摘要

关键词

unsupervised learning/topological phase/non-Hermitian systems

Key words

unsupervised learning/topological phase/non-Hermitian systems

引用本文复制引用

Yang Long,Haoran Xue,Baile Zhang..Unsupervised classification of non-Hermitian topological phases under symmetries[J].国家科学评论（英文版）,2026,13(1):20-34,15.

基金项目

This work was supported by the Singapore National Research Foundation Competitive Research Program(NRF-CRP23-2019-0007)and the Singapore Ministry of Education Academic Research Fund Tier 2(MOE-T2EP50123-0007).H.X.acknowledges support from the National Natural Science Foundation of China(62401491),the Chinese University of Hong Kong(4937205,4937206,4053729 and 4411765),and the Research Grants Council of the Hong Kong Special Administrative Region,China under(24304825). （NRF-CRP23-2019-0007）

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