@article{geniedrivetowardsphysicsawaredrivingworl, title = {GenieDrive: Towards Physics-Aware Driving World Model with 4D Occupancy Guided Video Generation}, author = {Zhenya Yang and Zhe Liu and Yuxiang Lu and Liping Hou and Chenxuan Miao and Siyi Peng and Bailan Feng and Xiang Bai and Hengshuang Zhao}, year = {2025}, eprint = {2512.12751}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.12751}, }