diff --git a/README.md b/README.md index b6d21a7..99810fb 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # 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. @@ -31,4 +31,7 @@ experiments/demo.sh - A small experimental run for demonstration purposes. It in 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. \ No newline at end of file +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. \ No newline at end of file