Author

Xinjie Wen

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Book Open access Oct 2026

Perception, Reasoning, and Action: A ReAct-Based Vulnerability Detection Framework with Repository-Level Reasoning

The exponential growth in software vulnerabilities has created an urgent demand for automated vulnerability detection solutions. Recent research has emphasized the importance of repository-level context for vulnerability detection and has leveraged large language models (LLMs) to address this challenge. Although these...

Xin-Jie Wen, Han-Yue Luo, Cui-Yun Gao et al. · Proceedings of the 41st IEEE... · 0 citations

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