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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Cui-Yun Gao

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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. · 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

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