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Mean Field Behavior during the Big Bang Regime for Coalescing Random Walks

Probability 2022-09-13 v3

Abstract

In this paper we consider coalescing random walks on a general connected graph G=(V,E)G=(V,E). We set up a unified framework to study the leading order of the decay rate of PtP_t, the expectation of the fraction of occupied sites at time tt, particularly for the `Big Bang' regime where ttcoal:=E[inf{s:There is only one particle at time s}]t\ll t_{\text{coal}}:=\mathbb{E}[\inf\{s:\text{There is only one particle at time }s\}]. Our results show that PtP_t satisfies certain mean field behavior, if the graphs satisfy certain transience-like conditions. We apply this framework to two families of graphs: (1) graphs given by the configuration model with a degree distribution supported in [3,dˉ][3,\bar d] for some dˉ3\bar d\geq 3, and (2) finite and infinite vertex-transitive graphs. In the first case, we show that for 1tV1 \ll t \ll |V|, PtP_t decays in the order of t1t^{-1}, and (tPt)1(tP_t)^{-1} is approximately the probability that two particles starting from the root of the corresponding unimodular Galton-Watson tree never collide after one of them leaves the root, which is also roughly V/(2tmeet)|V|/(2t_{\text{meet}}), where tmeett_{\text{meet}} is the mean meeting time of two walkers. By taking the local weak limit, for the unimodular Galton-Watson tree we prove the convergence of tPttP_t as tt\to\infty. For the second family of graphs, if we take a sequence of finite graphs Gn=(Vn,En)G_n=(V_n, E_n), such that tmeet=O(Vn)t_{\text{meet}}=O(|V_n|) and the inverse of the spectral gap trelt_{\text{rel}} is o(Vn)o(|V_n|), then for trelttcoalt_{\text{rel}}\ll t\ll t_{\text{coal}}, (tPt)1(tP_t)^{-1} is approximately the probability that two random walks never meet before time tt, and also V/(2tmeet)|V|/(2t_{\text{meet}}). In addition, we define a natural uniform transience condition, and show that it implies the above for all 1ttcoal1\ll t\ll t_{\text{coal}}. Such estimates of tPttP_t are also obtained for all infinite transient transitive unimodular graphs, in particular, all transient transitive amenable graphs.

Keywords

Cite

@article{arxiv.2105.11585,
  title  = {Mean Field Behavior during the Big Bang Regime for Coalescing Random Walks},
  author = {Jonathan Hermon and Shuangping Li and Dong Yao and Lingfu Zhang},
  journal= {arXiv preprint arXiv:2105.11585},
  year   = {2022}
}

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72 pages