On the local convergence of integer-valued Lipschitz functions on regular trees
Nathaniel Butler, Kesav Krishnan, Gourab Ray, Yinon Spinka
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Source: Crossref
Published: Jul 6, 2026
DOI: 10.1017/s0963548326100467
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Abstract We study random integer-valued Lipschitz functions on regular trees. It was shown by Peled, Samotij, and Yehudayoff [22] that such functions are localized; however, finer questions about the structure of Gibbs measures remain unanswered. Our main result is that the weak limit of a uniformly chosen 1-Lipschitz function with 0 boundary condition on a d d -ary tree of height n n exists as n right arrow normal infinity n → ∞ if 2 less than or equals d less than or equals 7 2 ≤ d ≤ 7 , but not if d greater than or equals 8 d ≥ 8 , thereby partially answering a question posed by Peled, Samotij and Yehudayoff. For large d d , the value at the root alternates between being almost entirely concentrated on 0 for even n n and being roughly uniform on StartSet negative 1 comma 0 comma 1 EndSet { − 1 , 0 , 1 } for odd n n , leading to different limits as n n approaches infinity along evens or odds. For d greater than or equals 8 d ≥ 8 , the essence of this phenomenon is preserved, which obstructs the convergence. For d less than or equals 7 d ≤ 7 , this phenomenon ceases to exist, and the law of the value at the root loses its connection with the parity of n n . Along the way, we also obtain an alternative proof of localization. The key idea is a fixed point convergence result for a related operator on script l Superscript normal infinity ℓ ∞ and a procedure to show that the iterations get into a ‘basin of attraction’ of the fixed point. We also prove some accompanying analogous ‘even-odd phenomenon’ type results about upper M M -Lipschitz functions on general non-amenable graphs with high enough expansion (this includes for example the large d d case for regular trees). We also prove a convergence result for 1-Lipschitz functions with StartSet 0 comma 1 EndSet { 0 , 1 } boundary condition. This last result relies on an absolute value FKG for uniform 1-Lipschitz functions when shifted by 1 divided by 2 1 / 2 .
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