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2016 | OriginalPaper | Buchkapitel

Automating Abstract Interpretation

verfasst von : Thomas Reps, Aditya Thakur

Erschienen in: Verification, Model Checking, and Abstract Interpretation

Verlag: Springer Berlin Heidelberg

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Abstract

Abstract interpretation has a reputation of being a kind of “black art,” and consequently difficult to work with. This paper describes a twenty-year quest by the first author to address this issue by raising the level of automation in abstract interpretation. The most recent leg of this journey is the subject of the second author’s 2014 Ph.D. dissertation. The paper discusses several different approaches to creating correct-by-construction analyzers. Our research has allowed us to establish connections between this problem and several other areas of computer science, including automated reasoning/decision procedures, concept learning, and constraint programming.

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Fußnoten
1
It is interesting to note that the roles of steps (i), (iii), and (iv) are close to the steps of splitting, propagation, and join, respectively, in our generalization of St\(\mathring{\text {a}}\)lmarck’s algorithm to perform symbolic abstraction [82]. See Sect. 5.
 
2
A slight modification to the bilateral algorithm can remove the requirement of having no infinite descending chains [78].
 
3
(i) The correctness theorem for \({ focus}\) [70, Lemmas 6.8 and 6.9]; (ii) the Embedding Theorem [70, Theorem 4.9]; (iii) the correctness theorem for the finite-differencing scheme for maintaining instrumentation relations [63, Theorem 5.3]; and (iv) the correctness theorem for \({ coerce}\) [70, Theorem 6.28].
 
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Metadaten
Titel
Automating Abstract Interpretation
verfasst von
Thomas Reps
Aditya Thakur
Copyright-Jahr
2016
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-49122-5_1