NavOne: One-Step Global Planning for Vision-Language Navigation on Top-Down Maps. - Dijia Zhan; Jinyi Li; Chenxi Zheng; Shaoyu Huang; Yong Li; Jie Tang; Xuemiao Xu (CoRR, 2026)