A Framework for Universality in Physics, Computer Science, and Beyond

Turing machines and spin models share a notion of universality according to which some simulate all others. Is there a theory of universality that captures this notion? We set up a categorical framework for universality which includes as instances universal Turing machines, universal spin models, NP completeness, top of a preorder, denseness of a subset, and more. By identifying necessary conditions for universality, we show that universal spin models cannot be finite. We also characterize when universality can be distinguished from a trivial one and use it to show that universal Turing machines are non-trivial in this sense. Our framework allows not only to compare universalities within each instance, but also instances themselves. We leverage a Fixed Point Theorem inspired by a result of Lawvere to establish that universality and negation give rise to unreachability (such as uncomputability). As such, this work sets the basis for a unified approach to universality and invites the study of further examples within the framework. Comment: 66 pages, 12 figures, many diagrams. v3: DOI changed

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Publication Details

Journal
Compositionality
Published
2024-08-29
DOI
https://doi.org/10.46298/compositionality-6-3
Citations
2
Primary Topic
Computability, Logic, AI Algorithms
Type
article
Field-Weighted Citation Impact
0.36
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article

A Framework for Universality in Physics, Computer Science, and Beyond

Sebastian Stengele, Tomáš Gonda, Gemma De las Cuevas, Tobias Reinhart
2 citations
Compositionality
Computability, Logic, AI Algorithms
0.36
article

A Framework for Universality in Physics, Computer Science, and Beyond

Sebastian Stengele, Tomáš Gonda, Gemma De las Cuevas, Tobias Reinhart
article en
2 citations

Abstract

Turing machines and spin models share a notion of universality according to which some simulate all others. Is there a theory of universality that captures this notion? We set up a categorical framework for universality which includes as instances universal Turing machines, universal spin models, NP completeness, top of a preorder, denseness of a subset, and more. By identifying necessary conditions for universality, we show that universal spin models cannot be finite. We also characterize when universality can be distinguished from a trivial one and use it to show that universal Turing machines are non-trivial in this sense. Our framework allows not only to compare universalities within each instance, but also instances themselves. We leverage a Fixed Point Theorem inspired by a result of Lawvere to establish that universality and negation give rise to unreachability (such as uncomputability). As such, this work sets the basis for a unified approach to universality and invites the study of further examples within the framework. Comment: 66 pages, 12 figures, many diagrams. v3: DOI changed

CompositionalityVol. Volume 6 (2024)
Universität Innsbruck (AT), Technical University of Munich (DE)
Peace, Justice and strong institutions
Openalex Percentile: Top 37%
Computability, Logic, AI Algorithms
0.36
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A Framework for Universality in Physics, Computer Science, and Beyond — Sebastian Stengele, Tomáš Gonda, et al. · Compositionality (2024) | TGRS Research Map | TGRS