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arxiv:2503.23758

Exact Solution of the Frustrated Potts Model with Next-Nearest-Neighbor Interactions in One Dimension: An AI-Aided Discovery

Published on Mar 31
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Abstract

The exact solution of the 1D $J_1$-$J_2$ $q$-state Potts model provides insights into stacking in layered materials and $T_c$-dome formation in unconventional superconductors, using OpenAI's reasoning model o3-mini-high for computational assistance.

AI-generated summary

The one-dimensional J_1-J_2 q-state Potts model is solved exactly for arbitrary q, based on using OpenAI's latest reasoning model o3-mini-high to exactly solve the q=3 case. The exact results provide insights to outstanding physical problems such as the stacking of atomic or electronic orders in layered materials and the formation of a T_c-dome-shaped phase often seen in unconventional superconductors. The work is anticipated to fuel both the research in one-dimensional frustrated magnets for recently discovered finite-temperature application potentials and the fast moving topic area of AI for sciences.

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