Reflexive Composition of Elementary State Machines, with an Application to the Reversal of Cellular Automata Rule 90

Fuente: arXiv
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Autori principali: Salzberg, Chris, Sayama, Hiroki
Natura: Preprint
Pubblicazione: 2025
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author Salzberg, Chris
Sayama, Hiroki
author_facet Salzberg, Chris
Sayama, Hiroki
contents We explore the dynamics of a one-dimensional lattice of state machines on two states and two symbols sequentially updated via a process of "reflexive composition." The space of 256 machines exhibits a variety of behavior, including substitution, reversible "billiard ball" dynamics, and fractal nesting. We show that one machine generates the Sierpinski Triangle and, for a subset of boundary conditions, is isomorphic to cellular automata Rule 90 in Wolfram's naming scheme. More surprisingly, two other machines follow trajectories that map to Rule 90 in reverse. Whereas previous techniques have been developed to uncover preimages of Rule 90, this is the first study to produce such inverse dynamics naturally from the formalism itself. We argue that the system's symmetric treatment of state and message underlies its expressive power.
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id arxiv_https___arxiv_org_abs_2505_07186
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Reflexive Composition of Elementary State Machines, with an Application to the Reversal of Cellular Automata Rule 90
Salzberg, Chris
Sayama, Hiroki
Discrete Mathematics
Formal Languages and Automata Theory
Cellular Automata and Lattice Gases
We explore the dynamics of a one-dimensional lattice of state machines on two states and two symbols sequentially updated via a process of "reflexive composition." The space of 256 machines exhibits a variety of behavior, including substitution, reversible "billiard ball" dynamics, and fractal nesting. We show that one machine generates the Sierpinski Triangle and, for a subset of boundary conditions, is isomorphic to cellular automata Rule 90 in Wolfram's naming scheme. More surprisingly, two other machines follow trajectories that map to Rule 90 in reverse. Whereas previous techniques have been developed to uncover preimages of Rule 90, this is the first study to produce such inverse dynamics naturally from the formalism itself. We argue that the system's symmetric treatment of state and message underlies its expressive power.
title Reflexive Composition of Elementary State Machines, with an Application to the Reversal of Cellular Automata Rule 90
topic Discrete Mathematics
Formal Languages and Automata Theory
Cellular Automata and Lattice Gases
url https://arxiv.org/abs/2505.07186