Mechtaev, S;
Yi, J;
Roychoudhury, A;
(2016)
Angelix: Scalable Multiline Program Patch Synthesis via Symbolic Analysis.
In: Dillon, L and Visser, W and Williams, L, (eds.)
ICSE '16: Proceedings of the 38th International Conference on Software Engineering.
(pp. pp. 691-701).
Association for Computing Machinery (ACM): New York, NY, USA.
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Abstract
Since debugging is a time-consuming activity, automated program repair tools such as GenProg have garnered interest. A recent study revealed that the majority of GenProg repairs avoid bugs simply by deleting functionality. We found that SPR, a state-of-the-art repair tool proposed in 2015, still deletes functionality in their many "plausible" repairs. Unlike generate-and-validate systems such as GenProg and SPR, semantic analysis based repair techniques synthesize a repair based on semantic information of the program. While such semantics-based repair methods show promise in terms of quality of generated repairs, their scalability has been a concern so far. In this paper, we present Angelix, a novel semantics-based repair method that scales up to programs of similar size as are handled by search-based repair tools such as GenProg and SPR. This shows that Angelix is more scalable than previously proposed semantics based repair methods such as SemFix and DirectFix. Furthermore, our repair method can repair multiple buggy locations that are dependent on each other. Such repairs are hard to achieve using SPR and GenProg. In our experiments, Angelix generated repairs from large-scale real-world software such as wireshark and php, and these generated repairs include multi-location repairs. We also report our experience in automatically repairing the well-known Heartbleed vulnerability.
Type: | Proceedings paper |
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Title: | Angelix: Scalable Multiline Program Patch Synthesis via Symbolic Analysis |
Event: | 38th International Conference on Software Engineering (ICSE '16) |
Location: | Austin, TX |
Dates: | 14 May 2016 - 22 May 2016 |
ISBN-13: | 978-1-4503-3900-1 |
Open access status: | An open access version is available from UCL Discovery |
DOI: | 10.1145/2884781.2884807 |
Publisher version: | https://doi.org/10.1145/2884781.2884807 |
Language: | English |
Additional information: | This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions. |
Keywords: | Software and its engineering, Software creation and management, Software verification and validation, Software defect analysis, Software testing and debugging |
UCL classification: | UCL UCL > Provost and Vice Provost Offices > UCL BEAMS UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science |
URI: | https://discovery.ucl.ac.uk/id/eprint/10088929 |
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