@article{u4duncertaintyaware4dworldmodelingfromli, title = {U4D: Uncertainty-Aware 4D World Modeling from LiDAR Sequences}, author = {Xiang Xu and Alan Liang and Youquan Liu and Linfeng Li and Lingdong Kong and Ziwei Liu and Qingshan Liu}, year = {2025}, eprint = {2512.02982}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.02982}, }