@misc{che2026lidarverse, title = {Into the LidarVerse: A Real-Time Unified LiDAR World Model Across Tasks and Sensors}, author = {Che, Henry and Ren, Xuanchi and Fidler, Sanja and Wang, Shenlong and Leal-Taixé, Laura and Huang, Shengyu}, year = {2026}, eprint = {2610.19201}, archivePrefix = {arXiv}, primaryClass = {cs.CV} }