@article{painetaprincipledefficienttransformerfor, title = {PAINET: A Principled Efficient Transformer for 3D Dynamics Modeling}, author = {Kai Yang and Yuqi Huang and Junheng Tao and Wanyu Wang and Qitian Wu}, year = {2025}, eprint = {2510.04233}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.04233}, }