@misc{schofield2025beyond, title={Beyond Simulation: Benchmarking World Models for Planning and Causality in Autonomous Driving}, author={Hunter Schofield and Mohammed Elmahgiubi and Kasra Rezaee and Jinjun Shan}, year={2025}, eprint={2508.01922}, archivePrefix={arXiv}, primaryClass={cs.RO}, url={https://arxiv.org/abs/2508.01922} }