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ACM Transactions on Computational Logic
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https://dx.doi.org/10.48550/ar...
Article . 2020
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Incomplete SMT Techniques for Solving Non-Linear Formulas over the Integers

Authors: Borralleras Andreu, Cristina; Larraz Hurtado, Daniel; Rodríguez Carbonell, Enric; Oliveras Llunell, Albert; Rubio Gimeno, Alberto;

Incomplete SMT Techniques for Solving Non-Linear Formulas over the Integers

Abstract

We present new methods for solving the Satisfiability Modulo Theories problem over the theory of Quantifier-Free Non-linear Integer Arithmetic, SMT(QF-NIA), which consists of deciding the satisfiability of ground formulas with integer polynomial constraints. Following previous work, we propose to solve SMT(QF-NIA) instances by reducing them to linear arithmetic: non-linear monomials are linearized by abstracting them with fresh variables and by performing case splitting on integer variables with finite domain. For variables that do not have a finite domain, we can artificially introduce one by imposing a lower and an upper bound and iteratively enlarge it until a solution is found (or the procedure times out). The key for the success of the approach is to determine, at each iteration, which domains have to be enlarged. Previously, unsatisfiable cores were used to identify the domains to be changed, but no clue was obtained as to how large the new domains should be. Here, we explain two novel ways to guide this process by analyzing solutions to optimization problems: (i) to minimize the number of violated artificial domain bounds, solved via a Max-SMT solver, and (ii) to minimize the distance with respect to the artificial domains, solved via an Optimization Modulo Theories (OMT) solver. Using this SMT-based optimization technology allows smoothly extending the method to also solve Max-SMT problems over non-linear integer arithmetic. Finally, we leverage the resulting Max-SMT(QF-NIA) techniques to solve ∃ ∀ formulas in a fragment of quantified non-linear arithmetic that appears commonly in verification and synthesis applications.

Keywords

FOS: Computer and information sciences, Computer Science - Logic in Computer Science, :Informàtica::Informàtica teòrica [Àrees temàtiques de la UPC], Integer programming, Programació en nombres enters, Non-linear arithmetic, Àrees temàtiques de la UPC::Informàtica::Informàtica teòrica, Satisfiability modulo theories, Logic in Computer Science (cs.LO)

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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