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Relations between scaling exponents in unimodular random graphs

Probability 2021-05-10 v2

Abstract

We investigate the validity of the "Einstein relations" in the general setting of unimodular random networks. These are equalities relating scaling exponents: dw=df+ζ~d_w = d_f + \tilde{\zeta} and ds=2df/dwd_s = 2 d_f/d_w, where dwd_w is the walk dimension, dfd_f is the fractal dimension, dsd_s is the spectral dimension, and ζ~\tilde{\zeta} is the resistance exponent. Roughly speaking, this relates the mean displacement and return probability of a random walker to the density and conductivity of the underlying medium. We show that if dfd_f and ζ~0\tilde{\zeta} \geq 0 exist, then dwd_w and dsd_s exist, and the aforementioned equalities hold. Moreover, our primary new estimate is the relation dwdf+ζ~d_w \geq d_f + \tilde{\zeta}, which is established for all ζ~R\tilde{\zeta} \in \mathbb{R}. For the uniform infinite planar triangulation (UIPT), this yields the consequence dw=4d_w=4 using df=4d_f=4 (Angel 2003) and ζ~=0\tilde{\zeta}=0 (established here as a consequence of the Liouville Quantum Gravity theory, following Gwynne-Miller 2017 and Ding-Gwynne 2020). The conclusion dw=4d_w=4 had been previously established by Gwynne and Hutchcroft (2018) using more elaborate methods. A new consequence is that dw=dfd_w = d_f for the uniform infinite Schnyder-wood decorated triangulation, implying that the simple random walk is subdiffusive, since df>2d_f > 2 (Ding and Gwynne 2020). For the random walk on Z2\mathbb{Z}^2 driven by conductances from an exponentiated Gaussian free field with exponent γ>0\gamma > 0, one has df=df(γ)d_f = d_f(\gamma) and ζ~=0\tilde{\zeta}=0 (Biskup, Ding, and Goswami 2020). This yields ds=2d_s=2 and dw=dfd_w = d_f, confirming two predictions of those authors.

Keywords

Cite

@article{arxiv.2007.06548,
  title  = {Relations between scaling exponents in unimodular random graphs},
  author = {James R. Lee},
  journal= {arXiv preprint arXiv:2007.06548},
  year   = {2021}
}

Comments

35 pages, 2 figures; updated references

R2 v1 2026-06-23T17:05:06.516Z