Think Hierarchically, Act Dynamically: Hierarchical Multi-modal Fusion and Reasoning for Vision-and-Language Navigation. - Junrong Yue; Yifan Zhang; Chuan Qin; Bo Li; Xiaomin Lie; Xinlei Yu; Wenxin Zhang; Zhendong Zhao (CoRR, 2025)