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Colin Smith

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#software testing Open access Aug 2026

Towards stack buffer overflow detection in stripped binaries with context-augmented LLMs

This work introduces a static, decompiler-driven pipeline built on top of Ghidra that augments decompiled functions with binary-derived evidence including recovered stack regions, callgraph context, and p-code-derived features and presents the real-world evaluation as a diagnostic stress test rather than evidence of a deployable detector.

Colin Smith, Nathan Keough, Jason Carter · 0 citations