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Reducing Bit-Vector Polynomials to SAT using Gröbner Bases

Seed, Thomas and King, Andy and Evans, Neil (2020) Reducing Bit-Vector Polynomials to SAT using Gröbner Bases. In: Pulina, Lusa and Martina, Seidl, eds. The 23rd International Conference on Theory and Applications of Satisfiability Testing. Lecture Notes in Computer Science, 12178 . Springer, pp. 361-377. ISBN 978-3-030-51824-0. E-ISBN 978-3-030-51825-7. (doi:10.1007/978-3-030-51825-7) (KAR id:81001)

Abstract

We address the satisfiability of systems of polynomial equations over bit-vectors. Instead of conventional bit-blasting, we exploit word-level inference to translate these systems into non-linear pseudo-boolean constraints. We derive the pseudo-booleans by simulating bit assignments through the addition of (linear) polynomials and applying a strong form of propagation by computing Gröbner bases. By handling bit assignments symbolically, the number of Gröbner basis calculations, along with the number of assignments, is reduced. The final Gröbner basis yields expressions for the bit-vectors in terms of the symbolic bits, together with non-linear pseudo-boolean constraints on the symbolic variables, modulo a power of two. The pseudo-booleans can be solved by translation into classical linear pseudo-boolean constraints (without a modulo) or by encoding them as propositional formulae, for which a novel translation process is described.

Item Type: Book section
DOI/Identification number: 10.1007/978-3-030-51825-7
Uncontrolled keywords: Gröbner Bases, Bit-Vectors, Modulo Arithmetic, SMT
Subjects: Q Science > QA Mathematics (inc Computing science)
Divisions: Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Computing
Depositing User: Andy King
Date Deposited: 26 Apr 2020 20:57 UTC
Last Modified: 09 Dec 2022 00:29 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/81001 (The current URI for this page, for reference purposes)

University of Kent Author Information

Seed, Thomas.

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CReDIT Contributor Roles:

King, Andy.

Creator's ORCID: https://orcid.org/0000-0001-5806-4822
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