@article{unilmnavaunifiedframeworkforzeroshotlast, title = {UniLM-Nav: A Unified Framework for Zero-Shot Last-Mile Navigation}, author = {Zhuofan Zhang and Tianxu Wang and Guoxi Zhang and Yixiong Lin and Xilin Wang and Hongming Xu and Qing Li and Song-Chun Zhu and Lifeng Fan}, year = {2026}, eprint = {2607.06537}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.06537}, }