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Tracelet-based code search in executables

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

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  • (2024)Assembly Function Recognition in Embedded Systems as an Optimization ProblemMathematics10.3390/math1205065812:5(658)Online publication date: 23-Feb-2024
  • (2024)A Survey of Binary Code Similarity Detection TechniquesElectronics10.3390/electronics1309171513:9(1715)Online publication date: 29-Apr-2024
  • (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
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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
  • cover image ACM SIGPLAN Notices
    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
    Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Publication History

Published: 09 June 2014

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Author Tags

  1. static binary analysis
  2. x86
  3. x86-64

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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

View all
  • (2024)Assembly Function Recognition in Embedded Systems as an Optimization ProblemMathematics10.3390/math1205065812:5(658)Online publication date: 23-Feb-2024
  • (2024)A Survey of Binary Code Similarity Detection TechniquesElectronics10.3390/electronics1309171513:9(1715)Online publication date: 29-Apr-2024
  • (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
  • (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
  • (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
  • (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
  • (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
  • (2024)UniBin: Assembly Semantic-enhanced Binary Vulnerability Detection without DisassemblyInformation Sciences10.1016/j.ins.2024.121605(121605)Online publication date: Oct-2024
  • (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
  • (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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