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Counterexample guided inductive synthesis modulo theories

Abstract:
Program synthesis is the mechanised construction of software. One of the main difficulties is the efficient exploration of the very large solution space, and tools often require a user-provided syntactic restriction of the search space. We propose a new approach to program synthesis that combines the strengths of a counterexample-guided inductive synthesizer with those of a theory solver, exploring the solution space more efficiently without relying on user guidance. We call this approach CEGIS(T ), where T is a first-order theory. In this paper, we focus on one particular challenge for program synthesizers, namely the generation of programs that require non-trivial constants. This is a fundamentally difficult task for state-of-the-art synthesizers. We present two exemplars, one based on Fourier-Motzkin (FM) variable elimination and one based on firstorder satisfiability. We demonstrate the practical value of CEGIS(T ) by automatically synthesizing programs for a set of intricate benchmarks.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1007/978-3-319-96145-3_15

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Institution:
University of Oxford
Division:
MPLS Division
Department:
Computer Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS Division
Department:
Computer Science
Role:
Author


More from this funder
Funding agency for:
David, C
Grant:
UF160079


Publisher:
Springer Verlagr
Host title:
30th International Conference on Computer Aided Verification, July 14-17, 2018, Oxford, UK
Journal:
Computer Aided Verification More from this journal
Pages:
270-288
Series:
Lecture Notes in Computer Science
Publication date:
2018-07-18
Acceptance date:
2018-03-31
DOI:
ISBN:
9783319961453


Pubs id:
pubs:835822
UUID:
uuid:033d5ad5-2d93-4399-bb7c-e3031f22c755
Local pid:
pubs:835822
Source identifiers:
835822
Deposit date:
2018-04-16

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