Critical numerosity in collective behavior

TL;DR

This paper introduces the concept of critical numerosity in collective behavior, showing that the collective dynamics can qualitatively change at a specific number of individuals, independent of other factors.

Contribution

It formalizes critical numerosity using zero-one laws and presents a new model, CAT, demonstrating phase transitions in collective motion based solely on numerosity.

Findings

For d ≥ 3, critical numerosity n_c = 2m+2.

Below n_c, elements form a single cluster with finite diameter.

At or above n_c, clusters grow apart, leading to unbounded diameter growth.

Abstract

Natural collectives, despite comprising individuals who may not know their numerosity, can exhibit behaviors that depend sensitively on it. This paper proves that the collective behavior of number-oblivious individuals can even have a critical numerosity, above and below which it qualitatively differs. We formalize the concept of critical numerosity in terms of a family of zero--one laws and introduce a model of collective motion, called chain activation and transport (CAT), that has one. CAT describes the collective motion of $n \geq 2$ individuals as a Markov chain that rearranges $n$-element subsets of the $d$-dimensional grid, $m < n$ elements at a time. According to the individuals' dynamics, with each step, CAT removes $m$ elements from the set and then progressively adds $m$ elements to the boundary of what remains, in a way that favors the consecutive addition and removal of nearby elements. This paper proves that, if $d \geq 3$, then CAT has a critical numerosity of $n_c = 2m+2$ with respect to the behavior of its diameter. Specifically, if $n < n_c$, then the elements form one "cluster," the diameter of which has an a.s.--finite limit infimum. However, if $n \geq n_c$, then there is an a.s.--finite time at which the set consists of clusters of between $m+1$ and $2m+1$ elements, and forever after which these clusters grow apart, resulting in unchecked diameter growth. The existence of critical numerosities means that collectives can exhibit "phase transitions" that are governed purely by their numerosity and not, for example, their density or the strength of their interactions. This fact challenges prevalent beliefs about collective behavior and suggests new functionality for programmable matter. More broadly, it demonstrates an opportunity to explore the possible behaviors collectives through the study of random processes that rearrange sets.