3 papers
cs.SE2026
Practical Source Code Recovery from Binary Functions Using Anchor-Based Retrieval and LLM Reasoning
Charles Edward Gagnon, Steven H. H. Ding, Philippe Charland +1
We present a practical pipeline for recovering source code from stripped binary functions by combining reverse engineering, anchor-based source code retrieval, and large language m…
cs.AI2025
Beyond Embeddings: Interpretable Feature Extraction for Binary Code Similarity
Charles E. Gagnon, Steven H. H. Ding, Philippe Charland +1
Binary code similarity detection is a core task in reverse engineering. It supports malware analysis and vulnerability discovery by identifying semantically similar code in differe…
cs.CR2024
Dynamic Neural Control Flow Execution: An Agent-Based Deep Equilibrium Approach for Binary Vulnerability Detection
Litao Li, Steven H. H. Ding, Andrew Walenstein +2
Software vulnerabilities are a challenge in cybersecurity. Manual security patches are often difficult and slow to be deployed, while new vulnerabilities are created. Binary code v…