SIDEC: Structural Inference with Dynamics Encoding and Partial Correlation Coefficients (ICLR2024)

Official Implementation of Structural Inference with Dynamics Encoding and Partial Correlation Coefficients (ICLR2024)

Prerequisites

• pandas
• numpy
• PyTorch
• scikit-learn
• Scipy
• tqdm
• torchsummary
• torchvision
• PyTorch Lightning
• (Optional) CUDA GPU support. If you don't have it, you can run the training script with "--no-cuda" arg.

This repo contains relevant building blocks for SIDEC. Will add tutorials by demand.

Citation:

Cite our paper:

@inproceedings{
wang2024structural,
title={Structural Inference with Dynamics Encoding and Partial Correlation Coefficients},
author={Aoran Wang and Jun Pang},
booktitle={The Twelfth International Conference on Learning Representations},
year={2024},
url={https://openreview.net/forum?id=TKnzPdyeJu}
}