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Tracelet-based code search in executables

Authors:

Eran YahavAuthors Info & Claims

PLDI '14: Proceedings of the 35th ACM SIGPLAN Conference on Programming Language Design and Implementation

Pages 349 - 360

https://doi.org/10.1145/2594291.2594343

Published: 09 June 2014 Publication History

Abstract

We address the problem of code search in executables. Given a function in binary form and a large code base, our goal is to statically find similar functions in the code base. Towards this end, we present a novel technique for computing similarity between functions. Our notion of similarity is based on decomposition of functions into tracelets: continuous, short, partial traces of an execution. To establish tracelet similarity in the face of low-level compiler transformations, we employ a simple rewriting engine. This engine uses constraint solving over alignment constraints and data dependencies to match registers and memory addresses between tracelets, bridging the gap between tracelets that are otherwise similar. We have implemented our approach and applied it to find matches in over a million binary functions. We compare tracelet matching to approaches based on n-grams and graphlets and show that tracelet matching obtains dramatically better precision and recall.

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Cited By

Avitan MRavve EVolkovich Z(2024)Assembly Function Recognition in Embedded Systems as an Optimization ProblemMathematics10.3390/math1205065812:5(658)Online publication date: 23-Feb-2024
https://doi.org/10.3390/math12050658
Ruan LXu QZhu SHuang XLin X(2024)A Survey of Binary Code Similarity Detection TechniquesElectronics10.3390/electronics1309171513:9(1715)Online publication date: 29-Apr-2024
https://doi.org/10.3390/electronics13091715
Zhang PWu CHu HJia LPeng MXu JXie MLai YKang YWang Z(2024)Shining Light on the Inter-procedural Code Obfuscation: Keep Pace with Progress in Binary DiffingACM Transactions on Architecture and Code Optimization10.1145/3701992Online publication date: 28-Oct-2024
https://doi.org/10.1145/3701992
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Index Terms

Tracelet-based code search in executables
1. Software and its engineering
  1. Software notations and tools
    1. Compilers
      1. Source code generation
2. Theory of computation
  1. Semantics and reasoning
    1. Program reasoning
      1. Program analysis
    2. Program semantics

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Published In

cover image ACM Conferences

PLDI '14: Proceedings of the 35th ACM SIGPLAN Conference on Programming Language Design and Implementation

June 2014

619 pages

ISBN:9781450327848

DOI:10.1145/2594291

General Chair:
Michael O'Boyle
University of Edinburgh
,
Program Chair:
Keshav Pingali
University of Texas, Austin

ACM SIGPLAN Notices Volume 49, Issue 6
PLDI '14
June 2014
598 pages
ISSN:0362-1340
EISSN:1558-1160
DOI:10.1145/2666356
Editor:
Andy Gill
University of Kansas, Lawrence, KS
Issue’s Table of Contents

Copyright © 2014 ACM.

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Publication History

Published: 09 June 2014

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Seventh Framework Programme

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PLDI '14

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PLDI '14: ACM SIGPLAN Conference on Programming Language Design and Implementation

June 9 - 11, 2014

Edinburgh, United Kingdom

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PLDI '14 Paper Acceptance Rate 52 of 287 submissions, 18%;

Overall Acceptance Rate 406 of 2,067 submissions, 20%

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Cited By

Avitan MRavve EVolkovich Z(2024)Assembly Function Recognition in Embedded Systems as an Optimization ProblemMathematics10.3390/math1205065812:5(658)Online publication date: 23-Feb-2024
https://doi.org/10.3390/math12050658
Ruan LXu QZhu SHuang XLin X(2024)A Survey of Binary Code Similarity Detection TechniquesElectronics10.3390/electronics1309171513:9(1715)Online publication date: 29-Apr-2024
https://doi.org/10.3390/electronics13091715
Zhang PWu CHu HJia LPeng MXu JXie MLai YKang YWang Z(2024)Shining Light on the Inter-procedural Code Obfuscation: Keep Pace with Progress in Binary DiffingACM Transactions on Architecture and Code Optimization10.1145/3701992Online publication date: 28-Oct-2024
https://doi.org/10.1145/3701992
Zhou AHu YXu XZhang C(2024) ARCTURUS: Full Coverage Binary Similarity Analysis with Reachability-guided EmulationACM Transactions on Software Engineering and Methodology10.1145/364033733:4(1-31)Online publication date: 11-Jan-2024
https://dl.acm.org/doi/10.1145/3640337
Pan ZHu XXia XZhan XLo DYang XRoychoudhury APaiva AAbreu RStorey M(2024)PPT4J: Patch Presence Test for Java BinariesProceedings of the IEEE/ACM 46th International Conference on Software Engineering10.1145/3597503.3639231(1-12)Online publication date: 20-May-2024
https://dl.acm.org/doi/10.1145/3597503.3639231
Dong CLi SYang SXiao YWang YLi HLi ZSun LRoychoudhury APaiva AAbreu RStorey M(2024)LibvDiff: Library Version Difference Guided OSS Version Identification in BinariesProceedings of the IEEE/ACM 46th International Conference on Software Engineering10.1145/3597503.3623336(1-12)Online publication date: 20-May-2024
https://dl.acm.org/doi/10.1145/3597503.3623336
Wong WWang HLi ZWang SRoychoudhury APaiva AAbreu RStorey M(2024)BinAug: Enhancing Binary Similarity Analysis with Low-Cost Input RepairingProceedings of the IEEE/ACM 46th International Conference on Software Engineering10.1145/3597503.3623328(1-13)Online publication date: 20-May-2024
https://dl.acm.org/doi/10.1145/3597503.3623328
Liu LWang SJiang X(2024)UniBin: Assembly Semantic-enhanced Binary Vulnerability Detection without DisassemblyInformation Sciences10.1016/j.ins.2024.121605(121605)Online publication date: Oct-2024
https://doi.org/10.1016/j.ins.2024.121605
Console FD’Aquanno GDi Luna GQuerzoni L(2023)BinBench: a benchmark for x64 portable operating system interface binary function representationsPeerJ Computer Science10.7717/peerj-cs.12869(e1286)Online publication date: 1-Jun-2023
https://doi.org/10.7717/peerj-cs.1286
Lai YZeng X(2023)A POI Recommendation Model for Intelligent Systems Using AT-LSTM in Location-Based Social Network Big DataInternational Journal on Semantic Web & Information Systems10.4018/IJSWIS.33024619:1(1-15)Online publication date: 12-Sep-2023
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