Author

Xiang Gao

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Preprint Jul 2026

Detecting Vulnerability-Inducing Commits via Multi-Stage Reasoning with LLM-Based Agents

VIC-RAGENT is proposed, an LLM-based multi-agent framework for effective and explainable vulnerability detection that employs a multi-stage reasoning process that progressively refines candidate vulnerabilities through preliminary inspection, reanalysis, and a final decision stage.

Liyou Chen, Hailong Sun, Xiang Gao et al. · 0 citations