CEBin: A Cost-Effective Framework for Large-Scale Binary Code Similarity Detection

arXiv:2402.18818v1 Announce Type: cross
Abstract: Binary code similarity detection (BCSD) is a fundamental technique for various application. Many BCSD solutions have been proposed recently, which mostly are embedding-based, but have shown limited accuracy and efficiency especially when the volume of target binaries to search is large. To address this issue, we propose a cost-effective BCSD framework, CEBin, which fuses embedding-based and comparison-based approaches to significantly improve accuracy while minimizing overheads. Specifically, CEBin utilizes a refined embedding-based approach to extract features …

arxiv binary code cost cost-effective cs.cr cs.se detection framework large scale similarity