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Machine Learning the Operator Content of the Critical Self-Dual Ising-Higgs Gauge Model

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We combine AI with information theoretic tools to discover the physical theory underlying an important condensed matter model. Lattice gauge theories such as the Self-Dual Ising Higgs gauge model are central to current research on phase transitions in strongly interacting systems and materials, and are also important in high-energy physics. 

Date: 25 December 2024
Journal/conference link and reference: Phys. Rev. Research 6, 043322 (2024)
https://journals.aps.org/prresearch/abstract/10.1103/PhysRevResearch.6.043322


 

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