The typical structure of dense claw-free graphs

TL;DR

This paper investigates the asymptotic enumeration and typical structure of dense claw-free graphs, revealing phase transitions and characterizing the most probable structures via graphon analysis.

Contribution

It provides the first asymptotic formula for the number of dense claw-free graphs and characterizes their typical structure through a detailed graphon variational analysis.

Findings

Identifies a second-order phase transition at a specific edge density.

Derives a large-deviation rate function for claw-freeness in Erdős-Rényi graphs.

Pinpoints unique optimal graphons describing typical structures at critical points.

Abstract

We analyze the asymptotic number and typical structure of claw-free graphs at constant edge densities. The first of our main results is a formula for the asymptotics of the logarithm of the number of claw-free graphs of edge density $\gamma \in (0,1)$. We show that the problem exhibits a second-order phase transition at edge density $\gamma^\ast=\frac{5-\sqrt{5}}{4}$. The asymptotic formula arises by solving a variational problem over graphons. For $\gamma\geq\gamma^\ast$ there is a unique optimal graphon, while for $\gamma<\gamma^\ast$ there is an infinite set of optimal graphons. By analyzing more detailed structure, we prove that for $\gamma<\gamma^\ast$, there is in fact a unique graphon $W$ such that almost all claw-free graphs at edge density $\gamma$ are close in cut metric to $W$. We also analyze the probability of claw-freeness in the Erd\H{o}s-R\'enyi random graph $G(n,p)$ for constant $p$, obtaining a formula for the large-deviation rate function for claw-freeness. In this case, the problem exhibits a first-order phase transition at $p^\ast=\frac{3-\sqrt{5}}{2}$, separating distinct structural regimes. At the critical point $p^\ast$, the corresponding graphon variational problem has infinitely many solutions, and we again pinpoint a unique optimal graphon that describes the typical structure of $G(n,p^\ast)$ conditioned on being claw-free.