Machine Learning Algorithms & Natural Language Processing

Feb 13, 2026 · Artificial Intelligence

CVE-Factory: Scaling Expert‑Level Security Task Synthesis for Code Agents

The talk introduces CVE-Factory, a framework that automatically converts sparse CVE metadata into high‑quality, executable security tasks for code agents, achieving 95% solution correctness, 96% environment fidelity, and a 66.2% verification rate on real vulnerabilities, while also releasing the LiveCVEBench benchmark and over 1,000 training environments that boost LLM performance dramatically.