Hub paths and the largest component of the barely subcritical configuration model

For the configuration model with a degree sequence whose third moment converges, write $\varepsilon_n=1-\nu_n$, where $\nu_n\to1$ from below is the size-biased mean minus one. Van der Hofstad asked to show that in the barely subcritical regime the largest component has order $\max\{d_{\max}/\varepsilon_n, \varepsilon_n^{-2}\log(n\varepsilon_n^3)\}$, and predicted that it has size $(d_{\max}/\varepsilon_n)(1+o_\mathbb{P}(1))$ when $\varepsilon_n$ tends to zero sufficiently slowly. We show that neither holds in this generality. We use degree sequences with vertices of degree one and three and a polynomial number of vertices of a large common degree $d$. Paths of $K$ such hubs joined by direct edges then appear, and the component of such a path is a tree with about $Kd/\varepsilon_n$ vertices. Taking $K=2$ gives $L_1\ge(2-\eta)d_{\max}/\varepsilon_n$ with high probability, for $\varepsilon_n$ tending to zero as slowly as we like; letting $K\to\infty$ gives $L_1/\max\{d_{\max}/\varepsilon_n,\varepsilon_n^{-2}\log(n\varepsilon_n^3)\}\to\infty$ in probability. In all examples the degree of a uniform vertex converges in law to a variable on $\{1,3\}$ with all three moments, and $n\varepsilon_n^3\to\infty$.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-08
DOI
https://doi.org/10.5281/zenodo.24063840
Primary Topic
Complex Network Analysis Techniques
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
preprint

Hub paths and the largest component of the barely subcritical configuration model

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

Hub paths and the largest component of the barely subcritical configuration model

Yitzchak Shmalo
preprint en

Abstract

For the configuration model with a degree sequence whose third moment converges, write $\varepsilon_n=1-\nu_n$, where $\nu_n\to1$ from below is the size-biased mean minus one. Van der Hofstad asked to show that in the barely subcritical regime the largest component has order $\max\{d_{\max}/\varepsilon_n, \varepsilon_n^{-2}\log(n\varepsilon_n^3)\}$, and predicted that it has size $(d_{\max}/\varepsilon_n)(1+o_\mathbb{P}(1))$ when $\varepsilon_n$ tends to zero sufficiently slowly. We show that neither holds in this generality. We use degree sequences with vertices of degree one and three and a polynomial number of vertices of a large common degree $d$. Paths of $K$ such hubs joined by direct edges then appear, and the component of such a path is a tree with about $Kd/\varepsilon_n$ vertices. Taking $K=2$ gives $L_1\ge(2-\eta)d_{\max}/\varepsilon_n$ with high probability, for $\varepsilon_n$ tending to zero as slowly as we like; letting $K\to\infty$ gives $L_1/\max\{d_{\max}/\varepsilon_n,\varepsilon_n^{-2}\log(n\varepsilon_n^3)\}\to\infty$ in probability. In all examples the degree of a uniform vertex converges in law to a variable on $\{1,3\}$ with all three moments, and $n\varepsilon_n^3\to\infty$.

Zenodo (CERN European Organization for Nuclear Research)
Hebrew University of Jerusalem (IL)
Complex Network Analysis Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon