instrumental variable

Estimating individual treatment effects under unobserved confounding using binary instruments ICLR 2023 Estimating long-term causal effects from short-term experiments and long-term observational data with unobserved confounding CLeaR 2023 Evaluating Instrument Validity using the Principle of Independent Mechanisms JMLR 2023 Inference on Strongly Identified Functionals of Weakly Identified Functions COLT 2023 Instrumental Processes Using Integrated Covariances CLeaR 2023 Instrumental Variable Estimation of Average Partial Causal Effects ICML 2023 Learning Instrumental Variable from Data Fusion for Treatment Effect Estimation AAAI 2023 Robust Causal Graph Representation Learning against Confounding Effects AAAI 2023 Sequential Underspecified Instrument Selection for Cause-Effect Estimation ICML 2023 Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022 Causal Aggregation: Estimation and Inference of Causal Effects by Constraint-Based Data Fusion JMLR 2022 Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022 Causal Intervention Improves Implicit Sentiment Analysis COLING 2022 Data-driven exclusion criteria for instrumental variable studies CLeaR 2022 Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022 Fast Instrument Learning with Faster Rates NeurIPS 2022 Identifiability of sparse causal effects using instrumental variables UAI 2022 Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022 Instrumental Variable Regression with Confounder Balancing ICML 2022 Least Squares Estimation using Sketched Data with Heteroskedastic Errors ICML 2022 Off-Policy Evaluation for Episodic Partially Observable Markov Decision Processes under Non-Parametric Models NeurIPS 2022 On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022 On testability of the front-door model via Verma constraints UAI 2022 On Well-posedness and Minimax Optimal Rates of Nonparametric Q-function Estimation in Off-policy Evaluation ICML 2022 Rethinking Nonlinear Instrumental Variable Models through Prediction Validity JMLR 2022