@article{fromcheapgeometrytoexpensivephysicseleva, title = {From Cheap Geometry to Expensive Physics: Elevating Neural Operators via Latent Shape Pretraining}, author = {Zhizhou Zhang and Youjia Wu and Kaixuan Zhang and Yanjia Wang}, year = {2025}, eprint = {2509.25788}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.25788}, }