@article{navoneonestepglobalplanningforvisionlang, title = {NavOne: One-Step Global Planning for Vision-Language Navigation on Top-Down Maps}, author = {Dijia Zhan and Jinyi Li and Chenxi Zheng and Shaoyu Huang and Yong Li and Jie Tang and Xuemiao Xu}, year = {2026}, eprint = {2605.06317}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.06317}, }