@article{perceivereflectandplandesigningllmagent, title = {Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions}, author = {Qingbin Zeng and Qinglong Yang and Shunan Dong and Heming Du and Liang Zheng and Fengli Xu and Yong Li}, year = {2024}, eprint = {2408.04168}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2408.04168v3}, }