Phase transitions in graphs on orientable surfaces
Mihyun Kang, Michael Mo{\ss}hammer, and Philipp Spr\"ussel

TL;DR
This paper investigates the component structure of random graphs embeddable on orientable surfaces, revealing two distinct phase transitions in their emergence and growth, which differ from classical Erdős–Rényi graphs.
Contribution
It establishes the existence of two phase transitions in graphs on orientable surfaces and provides asymptotic estimates for their counts across these regimes.
Findings
First phase transition at m=n/2+O(n^{2/3}) with emergence of a giant component.
Second phase transition at m=n+O(n^{3/5}) where the giant covers almost all vertices.
Distinct behavior from Erdős–Rényi graphs observed on surfaces.
Abstract
Let be the orientable surface of genus . We prove that the component structure of a graph chosen uniformly at random from the class of all graphs on vertex set with edges embeddable on features two phase transitions. The first phase transition mirrors the classical phase transition in the Erd\H{o}s--R\'enyi random graph chosen uniformly at random from all graphs with vertex set and edges. It takes place at , when a unique largest component, the so-called \emph{giant component}, emerges. The second phase transition occurs at , when the giant component covers almost all vertices of the graph. This kind of phenomenon is strikingly different from and has only been observed for graphs on surfaces. Moreover, we derive an asymptotic estimation…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStochastic processes and statistical mechanics · Topological and Geometric Data Analysis · Limits and Structures in Graph Theory
