A logical limit law for the sequential model of preferential attachment graphs
Alperen \"Ozdemir

TL;DR
This paper establishes a logical limit law for preferential attachment graphs, extending the understanding of their asymptotic properties and logical expressibility, similar to known results for Erdős-Rényi graphs.
Contribution
It proves a limit law for preferential attachment graphs with Pólya urn representation, covering key models like uniform attachment and Barabási-Albert, highlighting differences in cycle distributions.
Findings
Limit law established for preferential attachment graphs.
Different behaviors observed in cycle distributions for key models.
Extends logical limit law results beyond Erdős-Rényi graphs.
Abstract
For a sequence of random graphs, the limit law we refer to is the existence of a limiting probability of any graph property that can be expressed in terms of predicate logic. A zero-one limit law is shown by Shelah and Spencer for Erd\"{o}s-Renyi graphs given that the connection rate has an irrational exponent. We show a limit law for preferential attachment graphs which admit a P\'{o}lya urn representation. The two extreme cases of the parametric model, the uniform attachment graph and the sequential Barab\'{a}si-Albert model, are covered separately as they exhibit qualitative differences regarding the distribution of cycles of bounded length in the graph.
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
TopicsBusiness Strategy and Innovation
