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    Exact critical-temperature bounds for two-dimensional Ising models

    Davidson Noby Joseph1,2 and Igor Boettcher1,2,3

    Phys. Rev. E 113, 064113 – Published 4 June, 2026

    DOI: https://doi.org/10.1103/svhn-yfv1

    Abstract

    We derive exact critical-temperature bounds for the classical ferromagnetic Ising model on two-dimensional periodic tessellations of the plane. For any such tessellation or lattice, the critical temperature is bounded from above by a universal number that is solely determined by the largest coordination number on the lattice. Crucially, these bounds are tight in some cases, such as the honeycomb, square, and triangular lattices. We prove the bounds using the Feynman–Kac–Ward formalism, confirm their validity for a selection of more than 200 lattices, and construct a two-dimensional lattice with 24-coordinated sites and a high critical temperature.

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