Stable Probability Weighting: Large-Sample and Finite-Sample Estimation
and Inference Methods for Heterogeneous Causal Effects of Multivalued
Treatments Under Limited OverlapSocial Science Research Network (SSRN), 2023 |
Orthogonal Statistical Learning with Self-Concordant LossAnnual Conference Computational Learning Theory (COLT), 2022 |
Knowledge Distillation as Semiparametric InferenceInternational Conference on Learning Representations (ICLR), 2021 |
Double/Debiased Machine Learning for Dynamic Treatment Effects via
g-EstimationNeural Information Processing Systems (NeurIPS), 2020 |
Localized Debiased Machine Learning: Efficient Inference on Quantile
Treatment Effects and BeyondJournal of machine learning research (JMLR), 2019 |
Machine Learning Estimation of Heterogeneous Treatment Effects with
InstrumentsNeural Information Processing Systems (NeurIPS), 2019 |