Sharp Thresholds in Random Simple Temporal Graphs
Abstract
A graph whose edges only appear at certain points in time is called a temporal graph (among other names). Such a graph is temporally connected if each ordered pair of vertices is connected by a path which traverses edges in chronological order (i.e., a temporal path). In this paper, we consider a simple model of random temporal graph, obtained from an Erd\H{o}s-R\'enyi random graph by considering a random permutation of the edges and interpreting the ranks in as presence times. Temporal reachability in this model exhibits a surprisingly regular sequence of thresholds. In particular, we show that at any fixed pair of vertices can a.a.s. reach each other; at at least one vertex (and in fact, any fixed vertex) can a.a.s. reach all others; and at all the vertices can a.a.s. reach each other, i.e., the graph is temporally connected. Furthermore, the graph admits a temporal spanner of size as soon as it becomes temporally connected, which is nearly optimal as is a lower bound. This result is significant because temporal graphs do not admit spanners of size in general (Kempe et al, STOC 2000). In fact, they do not even admit spanners of size (Axiotis et al, ICALP 2016). Thus, our result implies that the obstructions found in these works, and more generally, all non-negligible obstructions, must be statistically insignificant: nearly optimal spanners always exist in random temporal graphs. All the above thresholds are sharp. Carrying the study of temporal spanners further, we show that pivotal spanners -- i.e., spanners of size made of two spanning trees glued at a single vertex (one descending in time, the other ascending subsequently) -- exist a.a.s. at , this threshold being also sharp. Finally, we show that optimal spanners (of size ) also exist a.a.s. at .
Cite
@article{arxiv.2011.03738,
title = {Sharp Thresholds in Random Simple Temporal Graphs},
author = {Arnaud Casteigts and Michael Raskin and Malte Renken and Viktor Zamaraev},
journal= {arXiv preprint arXiv:2011.03738},
year = {2023}
}
Comments
accepted by the SIAM Journal on Computing