PoC-Gym generates PoC exploits for Java CVEs via iterative LLM prompting with static traces and coverage feedback, yielding post-hoc valid PoCs for 12 of 20 evaluated CVEs and outperforming FaultLine on the 14-CVE overlap.
** As long as it is possible, do not import ‘java.lang.reflect
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PoC-Gym: Towards More Reliable LLM-Assisted Proof-of-Concept Exploit Generation
PoC-Gym generates PoC exploits for Java CVEs via iterative LLM prompting with static traces and coverage feedback, yielding post-hoc valid PoCs for 12 of 20 evaluated CVEs and outperforming FaultLine on the 14-CVE overlap.