Tight bounds for expected propagation time of probabilistic zero forcing
Abstract
We study the probabilistic zero forcing process, a probabilistic variant of the classical zero forcing process. We show that for every connected graph on vertices, there exists an initial set consisting of a single vertex such that the expected propagation time is . This result is tight and confirms a conjecture posed by Narayanan and Sun. Additionally, we show tight bounds on the probabilistic throttling number, which captures the trade-off between the size of the initial set and the speed of propagation. Namely, we show that for every connected graph on vertices, there exists an initial set consisting of vertices such that the expected propagation time is . This improves upon previous results by Geneson and Hogben, and confirms another conjecture by Narayanan and Sun.
Cite
@article{arxiv.2512.01429,
title = {Tight bounds for expected propagation time of probabilistic zero forcing},
author = {Mehdi Jelassi and Julien Portier and Rik Sarkar},
journal= {arXiv preprint arXiv:2512.01429},
year = {2025}
}