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Abstract

The notion of local weak convergence, also known as Benjamini--Schramm convergence, was introduced by Benjamini and Schramm \cite{Benjamini-Schramm-convergence}. It is known that the local weak limit of sparse Erd\H os--R\'enyi graphs is the Galton--Watson measure with Poisson offspring almost surely. Recently, Adhikari, Kumar and Saha \cite{adhikari2023spectrumrandomsimplicialcomplexes} showed that the local weak limit of the line graph of sparse Linial--Meshulam complexes is the $d$-block Galton--Watson measure almost surely. In this work, we study the local weak convergence of a unified model: weighted line graphs of sparse $k$-uniform random hypergraphs. Let $H(n,k,p)$ denote the $k$-uniform random hypergraph on $n$ vertices, where each $k$-set of $[n]$ is included as a hyperedge independently with probability $p$. For $1\le r\le k-1$, the $r$-set weighted line graph of $H=(V,E)$ is $G_r(H)=(\mathcal V_r,\mathcal E_r,w_H)$, with \[ \mathcal V_r=\l[\binom{n}{r}\r],\;\; \mathcal E_r=\{\{\tau_1,\tau_2\}\suchthat \tau_1,\tau_2\in\mathcal V_r, \exists e\in E:\tau_1,\tau_2\subset e\}, \] and $w_H(\{\tau_1,\tau_2\})=|\{e\in E:\tau_1,\tau_2\subset e\}|$. In particular, $G_1(H_n)$ generalizes Erd\H os--R\'enyi graphs, while $G_{k-1}(H_n)$ is the line graph of the Linial--Meshulam complex. We show that if $\binom{n-r}{k-r}\to \lambda$ as $n\to\infty$, then the local weak limit of $G_r(H_n)$ is the $(\binom{k}{r}-1)$-block Galton--Watson measure with Poisson$(\lambda)$ offspring almost surely. As a consequence, we obtain the limiting spectral distribution of the adjacency matrices of $G_r(H_n)$.