Anatomy of a gaussian giant: supercritical level-sets of the free field on random regular graphs

TL;DR

This paper analyzes the giant component formed by the zero-average Gaussian Free Field on random regular graphs, establishing its size, structure, and properties, and confirming a conjecture about its percolation behavior.

Contribution

It proves the existence and properties of a giant component in the GFF level-set on random regular graphs, confirming a conjecture and describing its structure and size.

Findings

Existence of a unique giant component of size proportional to n

Second largest component is logarithmic in size

Giant component shares properties with Erdős-Rényi supercritical phase

Abstract

In this paper, we study the level-set of the zero-average Gaussian Free Field on a uniform random $d$-regular graph above an arbitrary level $h\in (-\infty, h_{\star})$, where $h_{\star}$ is the level-set percolation threshold of the GFF on the $d$-regular tree $\mathbb{T}_d$. We prove that w.h.p as the number $n$ of vertices diverges, the GFF has a unique giant connected component $\mathcal{C}_1^{(n)}$ of size $\eta(h) n+o(n)$, where $\eta(h)$ is the probability that the root percolates in the corresponding GFF level-set on $\mathbb{T}_d$. This gives a positive answer to the conjecture of \cite{ACregulgraphs} for most regular graphs. We also prove that the second largest component has size $\Theta(\log n)$. Moreover, we show that $\mathcal{C}_1^{(n)}$ shares the following similarities with the giant component of the supercritical Erd\H{o}s-R\'enyi random graph. First, the diameter and the typical distance between vertices are $\Theta(\log n)$. Second, the $2$-core and the kernel encompass a given positive proportion of the vertices. Third, the local structure is a branching process conditioned to survive, namely the level-set percolation cluster of the root in $\mathbb{T}_d$ (in the Erd\H{o}s-R\'enyi case, it is known to be a Galton-Watson tree with a Poisson distribution for the offspring).