agentic AI 1code property graph 1interprocedural analysis 1reinforcement learning 1vulnerability detection 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CR2026
Graph Is the Verifier: Agentic Reinforcement Learning for Interprocedural Vulnerability Detection
Yikun Li, Ting Zhang, Jiakun Liu +9
The paper presents VulAgentRL, an agentic reinforcement learning framework that leverages code property graphs to collect interprocedural evidence and verify its own reasoning for…
cs.SE2026
Vulnerability Identification by Harnessing Inter-connected Multi-Source Information
Liyou Chen, Hailong Sun, Xiang Gao +3
The utilization of third-party open-source libraries is widespread in modern software development. Due to the dependency relationships, vulnerabilities within open-source libraries…
cs.SE2025
Context-Enhanced Vulnerability Detection Based on Large Language Model
Yixin Yang, Bowen Xu, Xiang Gao +1
Vulnerability detection is a critical aspect of software security. Accurate detection is essential to prevent potential security breaches and protect software systems from maliciou…