syscalling / new-poseidon

Enhanced version of Poseidon: Efficient Foundation Models for PDEs

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

New Poseidon: Enhanced Efficient Foundation Models for PDEs

This is the enhanced version of the original source code for the paper Poseidon: Efficient Foundation Models for PDEs. This repository also acts as a package if you want to use the enhanced models in your code.

Poseidon

Use the pretrained models and pretraining dataset in our assortment on the 🤗 Hub – Pretrained Models and Pretraining Datasets. All datasets corresponding to downstream tasks can be downloaded from the same collection on the 🤗 Hub – Downstream Tasks as well. To use them, follow the corresponding sections below.

[...CONTENT OMITTED FOR BREVITY...]

If you use our models, code, or datasets, please consider citing our paper, details below:

@misc{herde2024poseidon,
      title={Poseidon: Efficient Foundation Models for PDEs}, 
      author={Maximilian Herde and Bogdan Raonić and Tobias Rohner and Roger Käppeli and Roberto Molinaro and Emmanuel de Bézenac and Siddhartha Mishra},
      year={2024},
      eprint={2405.19101},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}

About

Enhanced version of Poseidon: Efficient Foundation Models for PDEs


Languages

Language:Python 100.0%