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Coupled Counterfactual Generative Adversarial Model (C<sup>2</sup>GAM)

Source code for A Generative Approach for Treatment Effect Estimation under Collider Bias: From an Out-of-Distribution Perspective.

Get Started

  1. To install the necessary packages, run the following command-line code.
pip install -r requirements.txt
  1. Run the demo (experiments on IHDP) in main.py.

Useful Links

Citation

@InProceedings{pmlr-v235-li24al,
  title={A Generative Approach for Treatment Effect Estimation under Collider Bias: From an Out-of-Distribution Perspective},
  author={Li, Baohong and Li, Haoxuan and Wu, Anpeng and Zhu, Minqin and Peng, Shiyuan and Cao, Qingyu and Kuang, Kun},
  booktitle={Proceedings of the 41st International Conference on Machine Learning},
  pages={28132--28145},
  year={2024},
  organization={PMLR}
}