2 papers
cs.SE2025
Are We Learning the Right Features? A Framework for Evaluating DL-Based Software Vulnerability Detection Solutions
Satyaki Das, Syeda Tasnim Fabiha, Saad Shafiq +1
Recent research has revealed that the reported results of an emerging body of DL-based techniques for detecting software vulnerabilities are not reproducible, either across differe…
cs.SE2025
Toward Improved Deep Learning-based Vulnerability Detection
Adriana Sejfia, Satyaki Das, Saad Shafiq +1
Deep learning (DL) has been a common thread across several recent techniques for vulnerability detection. The rise of large, publicly available datasets of vulnerabilities has fuel…