Author

Gias Uddin

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Preprint Oct 2026

Structured Security Explanations for Learning-Based Vulnerability Detection

Software vulnerability detection remains difficult because existing approaches rely on predefined analysis rules, learn vulnerability patterns implicitly from code and labels, or use large language models (LLMs) to make the final security judgment. It remains unclear whether structured descriptions of security-relevant...

F. Trad, Yi-Zhou Chen, H. Pham et al. · 0 citations

#software testing Preprint Sep 2026

Adversarial Testing of Automated Program Repair Agents for Security Vulnerabilities

It is concluded that autonomous APR agents cannot be trusted yet in production deployment, given their susceptibility to adversarial attacks.

F. Trad, Si-Min Chen, H. Pham et al. · 1 citation