3 papers
cs.CR2024
FirmRCA: Towards Post-Fuzzing Analysis on ARM Embedded Firmware with Efficient Event-based Fault Localization
Boyu Chang, Binbin Zhao, Qiao Zhang +4
While fuzzing has demonstrated its effectiveness in exposing vulnerabilities within embedded firmware, the discovery of crashing test cases is only the first step in improving the…
cs.SE2024
Understanding the AI-powered Binary Code Similarity Detection
Lirong Fu, Peiyu Liu, Wenlong Meng +5
AI-powered binary code similarity detection (BinSD), which transforms intricate binary code comparison to the distance measure of code embedding through neural networks, has been w…
cs.CR2024
Beyond Static Pattern Matching? Rethinking Automatic Cryptographic API Misuse Detection in the Era of LLMs
Yifan Xia, Zichen Xie, Peiyu Liu +4
While the automated detection of cryptographic API misuses has progressed significantly, its precision diminishes for intricate targets due to the reliance on manually defined patt…