2 papers
cs.SE2026
A Dual-Loop Agent Framework for Automated Vulnerability Reproduction
Bin Liu, Yanjie Zhao, Zhenpeng Chen +2
Automated vulnerability reproduction from CVE descriptions requires generating executable Proof-of-Concept (PoC) exploits and validating them in target environments. This process i…
cs.SE2025
LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?
Bin Liu, Yanjie Zhao, Guoai Xu +1
Large language model (LLM) agents have demonstrated remarkable capabilities in software engineering and cybersecurity tasks, including code generation, vulnerability discovery, and…