This repository includes the implementation of the method proposed in "Learning Decision Policies with Instrumental Variables through Double Machine Learning", in proceedings of ICML 2024. Paper Link.
@inproceedings{shao2024dmliv,
title={Learning Decision Policies with Instrumental Variables through Double Machine Learning},
author={Daqian Shao, Ashkan Soleymani, Francesco Quinzan and Marta Kwiatkowska},
year={2024},
booktitle={Proceedings of the 41rd International Conference on Machine Learning},
}
Install all dependencies
pip install -r requirements.txt
Run experiments using DML-IV, CE-DML-IV using the aeroplane demand dataset with low-dim, high-dim and the two real world datasets.
python main_low_d.py
python main_mnist.py
python main_realworld.py