GeoPT/GeoPT_Pretrained_Models

GeoPT

This repository contains pre-trained models for the paper GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training.

GeoPT is a unified model pre-trained on large-scale geometric data for general physics simulation, unlocking a scalable path for neural simulation.

Usage

Concrete usage can be found in https://github.com/Physics-Scaling/GeoPT

Citation

If you find this repo useful, please cite our paper.

@article{wu2026GeoPT,
  title={GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training},
  author={Haixu Wu, Minghao Guo, Zongyi Li, Zhiyang Dou, Mingsheng Long, Kaiming He, Wojciech Matusik},
  booktitle={arXiv preprint arXiv:2602.20399},
  year={2026}
}

Contact

If you have any questions or want to use the code, please contact Haixu Wu (wuhaixu98@gmail.com) and Minghao Guo (guomh2014@gmail.com).