@article{flashnavultrafastpolicytrainingforrobotn, title = {FlashNav: Ultra-Fast Policy Training for Robot Navigation within 20 Seconds}, author = {Shanze Wang and Yiwei Qian and Xinming Zhang and Jun Xue and Siwei Cheng and Xianghui Wang and Qingyuan Hu and Xiaoyu Shen and Wei Zhang}, year = {2026}, eprint = {2606.15846}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.15846}, }