@article{guidedreasoninginllmdrivenpenetrationtes, title = {Guided Reasoning in LLM-Driven Penetration Testing Using Structured Attack Trees}, author = {Katsuaki Nakano and Reza Fayyazi and Shanchieh Jay Yang and Michael Zuzak}, year = {2025}, eprint = {2509.07939}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.07939}, }