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CodeExtract: Enhancing Binary Code Similarity Detection with Code Extraction Techniques

Talkat LCTES 2024 · on Monday, 2024-06-24· [security, compilers-and-language-design]
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name:Zhe Wang
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CodeExtract implements proactive inlining for single-call functions plus duplicate basic-block extraction to turn inlined code back into calls, operating on assembly-level disassembly and control-flow graphs. It applies define-use based register renaming and basic-block similarity checks (only extract fragments with ≥3 blocks) to normalize functions before feeding LB-BCSD models (evaluated including ASMVector). Function inlining cuts model accuracy from ~80% to ~50% (30% drop); CodeExtract recovers ~20% absolute accuracy (inline emulation gives ~10%), and finds >92% of inline blocks are simple and recoverable.

AI-written summary · about

  1. 0:00CodeExtract intro
  2. 3:24Function inlining impact
  3. 5:19Proactive inlining
  4. 7:27Code extraction solution
  5. 9:14Duplicate code challenges
  6. 11:51Evaluation results
  7. 13:14Q&A
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