Author

Keke Lian

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Preprint Aug 2026

Memoir: Learning, Verifying, and Evolving False-Positive Memories for Static Application Security Testing Tools

Static Application Security Testing (SAST) tools have become indispensable in modern secure software devel- opment. However, these tools often generate false-positive (FP) alerts, imposing substantial manual inspection costs and reducing the trust from developers. Existing FP reduction methods still face two primary ch...

Shenyuan Guan, Qiaodan Hou, Yan-Jun Chen et al. · 0 citations

Review Aug 2026

VulnGym: Benchmarking Coding Agents for Repository-Level Vulnerability Detection

VulnGym is a real-world repository-level benchmark for evaluating vulnerability detection by coding agents that aligns reviewed GitHub advisories with their corresponding vulnerable version repositories and defines an end-to-end detection task and three oracle-based subtasks to jointly evaluate vulnerability detection...

Kexing Ji, Jiachen Liu, En-Ze Hu et al. · 2 citations