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Added ref to the arXiv paper.
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dmachlanski committed Jun 13, 2022
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# Undersmoothing Causal Estimators with Generative Trees

This code accompanies the paper *Undersmoothing Causal Estimators with Generative Trees*.
This code accompanies the paper *Undersmoothing Causal Estimators with Generative Trees* [1].

The experimental setup is based on the [CATE benchmark](https://github.com/misoc-mml/cate-benchmark) and extended to test our proposed DeGeTs framework.

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Note the intermediate results printed to the console while running the scripts show mean +- standard error. The final results in the paper were computed separately from outputted CSV files in order to show mean +- 95% confidence intervals.

## More Info
For more details about how to use the framework and analyse the results, please visit the [CATE benchmark](https://github.com/misoc-mml/cate-benchmark) website.
For more details about how to use the framework and analyse the results, please visit the [CATE benchmark](https://github.com/misoc-mml/cate-benchmark) website.

## References
[1] D. Machlanski, S. Samothrakis, and P. Clarke, ‘Undersmoothing Causal Estimators with Generative Trees’, arXiv:2203.08570 [cs, stat], Mar. 2022, doi: 10.48550/arXiv.2203.08570.

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