MiSoC MML Working Papers

We put here our work that is currently under development. Updates will be made as we make progress, including links to external venues.

Working Papers

• Double Machine Learning for Static Panel Models with Fixed Effects [arXiv][code]
• Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice [arXiv][code]
• Hyperparameter Tuning and Model Evaluation in Causal Effect Estimation [arXiv][code]
• Undersmoothing Causal Estimators with Generative Trees [arXiv][code]

Talks

• The Importance of Hyperparameter Tuning in Causal Effect Estimation (CDSM22) - slides

Frameworks

• CATE Benchmark [code]