instrumental variable

Robust Generalized Method of Moments: A Finite Sample Viewpoint NeurIPS 2022 Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022 Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022 Double Machine Learning Density Estimation for Local Treatment Effects with Instruments NeurIPS 2021 Exploiting Equality Constraints in Causal Inference AISTATS 2021 Incentivizing Compliance with Algorithmic Instruments ICML 2021 Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021 Partial Identifiability in Discrete Data with Measurement Error UAI 2021 Valid Causal Inference with (Some) Invalid Instruments ICML 2021 A Class of Algorithms for General Instrumental Variable Models NeurIPS 2020 General Control Functions for Causal Effect Estimation from IVs NeurIPS 2020 Ivy: Instrumental Variable Synthesis for Causal Inference AISTATS 2020 MASSIVE: Tractable and Robust Bayesian Learning of Many-Dimensional Instrumental Variable Models UAI 2020 Minimax Estimation of Conditional Moment Models NeurIPS 2020 Deep Generalized Method of Moments for Instrumental Variable Analysis NeurIPS 2019 Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets NeurIPS 2019 Exclusivity Graph Approach to Instrumental Inequalities UAI 2019 Interpretable Almost Matching Exactly With Instrumental Variables UAI 2019 Kernel Instrumental Variable Regression NeurIPS 2019 Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments NeurIPS 2019 A Two-Stage Penalized Least Squares Method for Constructing Large Systems of Structural Equations JMLR 2018 Instrument-Armed Bandits ALT 2018 Deep IV: A Flexible Approach for Counterfactual Prediction ICML 2017 Identification and Model Testing in Linear Structural Equation Models using Auxiliary Variables ICML 2017 Learning Instrumental Variables with Structural and Non-Gaussianity Assumptions JMLR 2017