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Explosive appearance of cores and bootstrap percolation on lattices

Ivailo Hartarsky, Lyuben Lichev

TL;DR

The paper proves that, for two-dimensional bootstrap percolation on a torus with two-neighbour rules (and related large-neighbourhood variants), the time to form a nontrivial core is extremely sharp: just before the hitting time $\tau$, the infected set is $o(n^2)$, while at time $\tau$ it becomes all of $\mathbb{T}$, and $\tau=\Theta(n^2/\log n)$. This is shown via a hybrid approach: a probabilistic AL-style time analysis paired with a robust deterministic framework that builds large infected droplets and rectangles from sparsely infected regions, bypassing the fragility of the classical rectangles process for large neighbourhoods. The method yields a hitting-time result for a broad family of critical bootstrap rules, including $\ell^p$-neighborhoods, and provides a blueprint for extending sharp transition results beyond the classical AL setting. The findings address Benjamini’s question about geometry-driven transitions on planar lattices and highlight potential applications to higher dimensions and edge-infection variants. Overall, the work offers a versatile toolkit for sharp, instantaneous percolation phenomena across finite lattice approximations of planar domains.

Abstract

Consider the process where the $n$ vertices of a square $2$-dimensional torus appear consecutively in a random order. We show that typically the size of the $3$-core of the corresponding induced unit-distance graph transitions from $0$ to $n-o(n)$ within a single step. Equivalently, by infecting the vertices of the torus in a random order, under two-neighbour bootstrap percolation, the size of the infected set transitions instantaneously from $o(n)$ to $n$. This hitting time result answers a question of Benjamini. We also study the much more challenging and general setting of bootstrap percolation on two-dimensional lattices for a variety of finite-range infection rules. In this case, powerful but fragile bootstrap percolation tools such as the rectangles process and the Aizenman-Lebowitz lemma become unavailable. We develop a new method complementing and replacing these standard techniques, thus allowing us to prove the above hitting time result for a wide family of threshold bootstrap percolation rules on the $2$-dimensional square lattice, including neighbourhoods given by large $\ell^p$ balls for $p\in[1,\infty]$.

Explosive appearance of cores and bootstrap percolation on lattices

TL;DR

The paper proves that, for two-dimensional bootstrap percolation on a torus with two-neighbour rules (and related large-neighbourhood variants), the time to form a nontrivial core is extremely sharp: just before the hitting time , the infected set is , while at time it becomes all of , and . This is shown via a hybrid approach: a probabilistic AL-style time analysis paired with a robust deterministic framework that builds large infected droplets and rectangles from sparsely infected regions, bypassing the fragility of the classical rectangles process for large neighbourhoods. The method yields a hitting-time result for a broad family of critical bootstrap rules, including -neighborhoods, and provides a blueprint for extending sharp transition results beyond the classical AL setting. The findings address Benjamini’s question about geometry-driven transitions on planar lattices and highlight potential applications to higher dimensions and edge-infection variants. Overall, the work offers a versatile toolkit for sharp, instantaneous percolation phenomena across finite lattice approximations of planar domains.

Abstract

Consider the process where the vertices of a square -dimensional torus appear consecutively in a random order. We show that typically the size of the -core of the corresponding induced unit-distance graph transitions from to within a single step. Equivalently, by infecting the vertices of the torus in a random order, under two-neighbour bootstrap percolation, the size of the infected set transitions instantaneously from to . This hitting time result answers a question of Benjamini. We also study the much more challenging and general setting of bootstrap percolation on two-dimensional lattices for a variety of finite-range infection rules. In this case, powerful but fragile bootstrap percolation tools such as the rectangles process and the Aizenman-Lebowitz lemma become unavailable. We develop a new method complementing and replacing these standard techniques, thus allowing us to prove the above hitting time result for a wide family of threshold bootstrap percolation rules on the -dimensional square lattice, including neighbourhoods given by large balls for .

Paper Structure

This paper contains 30 sections, 27 theorems, 69 equations, 10 figures, 1 algorithm.

Key Result

Theorem 1

Fix a convex $\pi/2$-rotation invariant set $K\subset\mathbb{R}^2$ defining the neighbourhoods $\mathcal{K}_s$ for $s\ge 1$. Assume that $(\mathcal{K},r)\in\{(\mathcal{K}_\square,r_\square),(\mathcal{K}_\triangle,r_\triangle),(\mathcal{K}_s,r_s)\}$. There is a constant $C>0$ such that, for every lar

Figures (10)

  • Figure 1: Counterexample for the droplet algorithm for $\square^4$.
  • Figure 2: Illustration of the proof of Lemma \ref{['lem:big square']}. Points in the shaded semi-circle are closer to $u$ than $v$ is, their distance from $v$ is less than $s/50$ and they lie in the rectangle $R$.
  • Figure 3: Illustration of the proof of Lemma \ref{['lem:scan']}. The translate $R_1-w$ of the shaded polygon $R_1$ is dashed.
  • Figure 4: Figures accompanying the proof of Lemma \ref{['lem:blob']}. The thick contour is the boundary of $P$.
  • Figure 5: Illustration of the proof of Lemma \ref{['lem:rectangle']}. The curvature of $\partial P$ being extremely small, the convex set $P'$ is much thinner than the rectangle $\Pi$. As a result, neither the upper boundary of $P'$ nor the point $z$ lying on it very close to $z'$ are depicted. Note that the rectangles depicted need not be axis-parallel.
  • ...and 5 more figures

Theorems & Definitions (65)

  • Theorem 1
  • Lemma 3
  • proof
  • Lemma 3
  • Proposition 3
  • proof : Proof of Theorem \ref{['th:main']}, assuming Lemma \ref{['lem:long:rectangle:suffices']} and Proposition \ref{['prop:long:rectangle']}
  • Claim 4
  • proof : Proof of Claim \ref{['cl:cases']}
  • Lemma 5
  • proof
  • ...and 55 more