Staying on the Attack Path: Structured State for Long-Horizon Automated Penetration Testing.

arXiv:2609.07344v2 Announce Type: replace-cross Abstract: Large language model (LLM) based agents are increasingly applied to cybersecurity tasks such as vulnerability discovery and automated penetration testing. On long-horizon security tasks, however, such a