@article{physicalautoregressivemodelforroboticman, title = {Physical Autoregressive Model for Robotic Manipulation without Action Pretraining}, author = {Zijian Song and Sihan Qin and Tianshui Chen and Liang Lin and Guangrun Wang}, year = {2025}, eprint = {2508.09822}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.09822}, }