Installation¶
pip install TorchDiffEqPack
github: https://github.com/juntang-zhuang/TorchDiffEqPack
Fixed This package has incompatibility with PyTorch 1.7.
Please cite our paper if you find this package useful.
@inproceedings{
zhuang2021mali,
title={{\{}MALI{\}}: A memory efficient and reverse accurate integrator for Neural {\{}ODE{\}}s},
author={Juntang Zhuang and Nicha C Dvornek and sekhar tatikonda and James s Duncan},
booktitle={International Conference on Learning Representations},
year={2021},
url={https://openreview.net/forum?id=blfSjHeFM_e}
}
@inproceedings{zhuang2020adaptive,
title={Adaptive checkpoint adjoint method for gradient estimation in neural ODE},
author={Zhuang, Juntang and Dvornek, Nicha and Li, Xiaoxiao and Tatikonda, Sekhar and Papademetris, Xenophon and Duncan, James},
booktitle={International Conference on Machine Learning},
pages={11639--11649},
year={2020},
organization={PMLR}
}