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Analysis of localization transitions using nonparametric unsupervised learning

delete2024-07-12
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PRE
AI
C
Carlo Vanoni *
V
Vittorio Vitale
DOI:10.1103/PhysRevB.110.024204delete
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摘要

摘要

En 中文
We propose a new viewpoint on the study of localization transitions in disordered quantum systems, showing how critical properties can be seen also as a geometric transition in the data space generated by the classically encoded configurations of the disordered quantum system. We showcase our approach to the Anderson model on regular random graphs, known for displaying features of interacting systems, despite being a single-particle problem. We estimate the transition point and verify the critical exponents in agreement with the best-known results in the literature. We provide a simple and coherent explanation of our findings, discussing the applicability of the method in real-world scenarios with a modest number of measurements.
Keyword:
MANY-BODY LOCALIZATION
ANDERSON LOCALIZATION

期刊

Physical Review B 封面图
Physical Review B
IF:
3.7
论文数:
15.4W
被引数:
41.0W

机构

C
communaute universite grenoble alpes
学者数:
3.5W
论文数: 2.7W
被引数: 29
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