The local limit of sublinear preferential attachment graphs with fixed out-degree

We consider the preferential attachment graph in which every new vertex sends $m\ge2$ edges to the existing vertices, the endpoints being chosen one after another with probability proportional to $f(\text{in-degree})$, where the attachment function $f$ is bounded away from zero, has bounded increments and satisfies $f(k)/k\to0$. No monotonicity or concavity is assumed. We prove that the total weight of the first $n$ vertices divided by $n$ converges almost surely to the unique solution $c_f$ of an explicit scalar equation, that the empirical in-degree distribution converges almost surely to the law of a pure birth process with rates $mf(k)/c_f$ observed at an independent exponential time, and that the graph converges locally in probability to an infinite random tree. The probability of every finite ball in the limit is given by an explicit integral over the ages of its vertices. This answers, for this class of attachment functions, a question of Deijfen and van der Hofstad on local limits beyond the affine case when the out-degree is fixed.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-11
DOI
https://doi.org/10.5281/zenodo.24127160
Primary Topic
Complex Network Analysis Techniques
Type
preprint
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preprint

The local limit of sublinear preferential attachment graphs with fixed out-degree

Yitzchak Shmalo
Zenodo (CERN European Organization for Nuclear Research)
Complex Network Analysis Techniques
preprint

The local limit of sublinear preferential attachment graphs with fixed out-degree

Yitzchak Shmalo
preprint en

Abstract

We consider the preferential attachment graph in which every new vertex sends $m\ge2$ edges to the existing vertices, the endpoints being chosen one after another with probability proportional to $f(\text{in-degree})$, where the attachment function $f$ is bounded away from zero, has bounded increments and satisfies $f(k)/k\to0$. No monotonicity or concavity is assumed. We prove that the total weight of the first $n$ vertices divided by $n$ converges almost surely to the unique solution $c_f$ of an explicit scalar equation, that the empirical in-degree distribution converges almost surely to the law of a pure birth process with rates $mf(k)/c_f$ observed at an independent exponential time, and that the graph converges locally in probability to an infinite random tree. The probability of every finite ball in the limit is given by an explicit integral over the ages of its vertices. This answers, for this class of attachment functions, a question of Deijfen and van der Hofstad on local limits beyond the affine case when the out-degree is fixed.

Zenodo (CERN European Organization for Nuclear Research)
Hebrew University of Jerusalem (IL)
Complex Network Analysis Techniques
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The local limit of sublinear preferential attachment graphs with fixed out-degree — Yitzchak Shmalo · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS