Complete Symmetry Breaking for Finite Models

This paper introduces a SAT-based technique that calculates a compact and complete symmetry-break for finite model finding, with the focus on structures with a single binary operation (magmas). Classes of algebraic structures are typically described as first-order logic formulas and the concrete algebras are models of these formulas. Such models include an enormous number of isomorphic, i.e. symmetric, algebras. A complete symmetry-break is a formula that has as models, exactly one canonical representative from each equivalence class of algebras. Thus, we enable answering questions about properties of the models so that computation and search are restricted to the set of canonical representations. For instance, we can answer the question: How many non-isomorphic semigroups are there of size n? Such questions can be answered by counting the satisfying assignments of a SAT formula, which already filters out non-isomorphic models. The introduced technique enables us calculating numbers of algebraic structures not present in the literature and going beyond the possibilities of pure enumeration approaches.

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Publication Details

Journal
Proceedings of the AAAI Conference on Artificial Intelligence
Published
2025-04-11
DOI
https://doi.org/10.1609/aaai.v39i11.33217
Primary Topic
Cellular Automata and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Complete Symmetry Breaking for Finite Models

João Araüjo, Michael Codish, Mikoláš Janota, Marek Dančo
Proceedings of the AAAI Conference on Artificial Intelligence
Cellular Automata and Applications
article

Complete Symmetry Breaking for Finite Models

João Araüjo, Michael Codish, Mikoláš Janota, Marek Dančo
article en

Abstract

This paper introduces a SAT-based technique that calculates a compact and complete symmetry-break for finite model finding, with the focus on structures with a single binary operation (magmas). Classes of algebraic structures are typically described as first-order logic formulas and the concrete algebras are models of these formulas. Such models include an enormous number of isomorphic, i.e. symmetric, algebras. A complete symmetry-break is a formula that has as models, exactly one canonical representative from each equivalence class of algebras. Thus, we enable answering questions about properties of the models so that computation and search are restricted to the set of canonical representations. For instance, we can answer the question: How many non-isomorphic semigroups are there of size n? Such questions can be answered by counting the satisfying assignments of a SAT formula, which already filters out non-isomorphic models. The introduced technique enables us calculating numbers of algebraic structures not present in the literature and going beyond the possibilities of pure enumeration approaches.

Proceedings of the AAAI Conference on Artificial IntelligenceVol. 39(11)
Ben-Gurion University of the Negev (IL), Czech Technical University in Prague (CZ), Universidade Nova de Lisboa (PT)
European Commission, Ministerstvo Školství, Mládeže a Tělovýchovy, Fundação para a Ciência e a Tecnologia
Openalex Percentile: Top 88%
Cellular Automata and Applications
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Complete Symmetry Breaking for Finite Models — João Araüjo, Michael Codish, et al. · Proceedings of the AAAI Conference on Artificial Intelligence (2025) | TGRS Research Map | TGRS