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Universal spin models are universal approximators in machine learning

Tobias Reinhart ^*

Gemma De les Coves

Institute for Theoretical Physics, University of Innsbruck, Technikerstr. 21a, A-6020 Innsbruck, Austria

Departament d'Enginyeria, Universitat Pompeu Fabra, Carrer Tànger 122, 08018 Barcelona, Catalonia and ICREA, Institució Catalana d'Estudis i Recerca Avançats, Passeig Lluís Companys 23, 08010 Barcelona, Catalonia

^*Contact author: tobias.reinhart@uibk.ac.at

The structure of emulations in classical spin models: Modularity and universality

Tobias Reinhart, Benjamin Engel, and Gemma De les Coves

Journal of Mathematical Physics 67 073303 (2026)

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ISSN 2470-0053 (online), 2470-0045 (print).

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