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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

Yongheng Liu

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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 and diagnose limitations in code localization and evidence construction.

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

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