In Search of Insights, Not Magic Bullets: Towards Demystification of the
Model Selection Dilemma in Heterogeneous Treatment Effect EstimationInternational Conference on Machine Learning (ICML), 2023 |
Optimal Treatment Regimes for Proximal Causal LearningNeural Information Processing Systems (NeurIPS), 2022 |
Validating Causal Inference MethodsInternational Conference on Machine Learning (ICML), 2022 |
The costs and benefits of uniformly valid causal inference with
high-dimensional nuisance parametersStatistical Science (Statist. Sci.), 2021 |
Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals
with Application to Proximal Causal InferenceInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
Regularizing Double Machine Learning in Partially Linear Endogenous
ModelsElectronic Journal of Statistics (EJS), 2021 |
Semiparametric proximal causal inferenceJournal of the American Statistical Association (JASA), 2020 |