Dynamic Topology Awareness: Breaking the Granularity Rigidity in Vision-Language Navigation. - Jiankun Peng; Jianyuan Guo; Ying Xu; Yue Liu; Jiashuang Yan; Xuanwei Ye; Houhua Li; Xiaoming Wang (CoRR, 2026)