A Unifying View on SMT-Based Software Verification

Author:

Beyer DirkORCID,Dangl MatthiasORCID,Wendler PhilippORCID

Abstract

AbstractAfter many years of successful development of new approaches for software verification, there is a need to consolidate the knowledge about the different abstract domains and algorithms. The goal of this paper is to provide a compact and accessible presentation of four SMT-based verification approaches in order to study them in theory and in practice. We present and compare the following different “schools of thought” of software verification: bounded model checking, k-induction, predicate abstraction, and lazy abstraction with interpolants. Those approaches are well-known and successful in software verification and have in common that they are based on SMT solving as the back-end technology. We reformulate all four approaches in the unifying theoretical framework of configurable program analysis and implement them in the verification framework CPAchecker. Based on this, we can present an evaluation that thoroughly compares the different approaches, where the core differences are expressed in configuration parameters and all other variables are kept constant (such as parser front end, SMT solver, used theory in SMT formulas). We evaluate the effectiveness and the efficiency of the approaches on a large set of verification tasks and discuss the conclusions.

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computational Theory and Mathematics,Software

Cited by 45 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Parallel program analysis on path ranges;Science of Computer Programming;2024-12

2. Software Verification with CPAchecker 3.0: Tutorial and User Guide;Lecture Notes in Computer Science;2024-09-13

3. A Transferability Study of Interpolation-Based Hardware Model Checking for Software Verification;Proceedings of the ACM on Software Engineering;2024-07-12

4. Decomposing Software Verification using Distributed Summary Synthesis;Proceedings of the ACM on Software Engineering;2024-07-12

5. SMT Theory Arbitrage: Approximating Unbounded Constraints using Bounded Theories;Proceedings of the ACM on Programming Languages;2024-06-20

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