Positive association of random variables and translation invariance give for axis connection probabilities. The Fekete lemma applied to proves the displayed limit of a sequence and the bound . The lower single-edge conditional bound gives , so the decay rate is finite and nonnegative. It may be zero.
Choose a graph vertex on the boundary of a lattice box. Translation and reflection invariance identify the probabilities of and . Their intersection implies , so positive association of random variables gives . A union bound and lattice symmetries choose such an with probability at least the box-boundary connection probability divided by the number of boundary graph vertices. This polynomial factor disappears in the exponential rate, identifying boundary and axial inverse correlation lengths.

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