conftrace_

instrumental variable

75 papers

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Also known as

IV

Co-occurring keywords

causal inference (1630) causal effect (107) treatment effect (134) graphical model (864) instrumental variable regression (13) causal identification (37) causal effect estimation (69) unmeasured confounding (12) unobserved confounding (23) observational datum (109)

Papers

Learning Instrumental Variable from Data Fusion for Treatment Effect Estimation AAAI 2023
Demystifying Causal Features on Adversarial Examples and Causal Inoculation for Robust Network by Adversarial Instrumental Variable Regression CVPR 2023
Instrumental Variable Estimation of Average Partial Causal Effects ICML 2023
Causal Intervention Improves Implicit Sentiment Analysis COLING 2022
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022
Least Squares Estimation using Sketched Data with Heteroskedastic Errors ICML 2022
Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022
On Well-posedness and Minimax Optimal Rates of Nonparametric Q-function Estimation in Off-policy Evaluation ICML 2022
Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022
On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022
On testability of the front-door model via Verma constraints UAI 2022
Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022
Rethinking Nonlinear Instrumental Variable Models through Prediction Validity JMLR 2022
Causal Aggregation: Estimation and Inference of Causal Effects by Constraint-Based Data Fusion JMLR 2022
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022
Instrumental Variable Regression with Confounder Balancing ICML 2022
Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint NIPS 2022
Off-Policy Evaluation for Episodic Partially Observable Markov Decision Processes under Non-Parametric Models NIPS 2022
Fast Instrument Learning with Faster Rates NIPS 2022
Identifiability of sparse causal effects using instrumental variables UAI 2022
Data-driven exclusion criteria for instrumental variable studies CLEAR 2022
Valid Causal Inference with (Some) Invalid Instruments ICML 2021
Incentivizing Compliance with Algorithmic Instruments ICML 2021
Partial Identifiability in Discrete Data with Measurement Error UAI 2021