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

Counterfactual Identification Under Monotonicity Constraints AAAI 2025
Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025
Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables JMLR 2025
Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data NIPS 2024
Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past JMLR 2024
Distribution-Conditioned Adversarial Variational Autoencoder for Valid Instrumental Variable Generation AAAI 2024
Identification and Estimation of the Bi-Directional MR with Some Invalid Instruments NIPS 2024
A Non-parametric Direct Learning Approach to Heterogeneous Treatment Effect Estimation under Unmeasured Confounding NIPS 2024
A Semi-parametric Estimation of Personalized Dose-response Function Using Instrumental Variables JMLR 2024
Data-faithful Feature Attribution: Mitigating Unobservable Confounders via Instrumental Variables NIPS 2024
Causal Discovery with Generalized Linear Models through Peeling Algorithms JMLR 2024
Dynamic Service Fee Pricing under Strategic Behavior: Actions as Instruments and Phase Transition NIPS 2024
Inference of nonlinear causal effects with application to TWAS with GWAS summary data CLEAR 2024
Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning JMLR 2024
Adaptive Experimentation When You Can't Experiment NIPS 2024
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders AAAI 2024
Demystifying Causal Features on Adversarial Examples and Causal Inoculation for Robust Network by Adversarial Instrumental Variable Regression CVPR 2023
Evaluating Instrument Validity using the Principle of Independent Mechanisms JMLR 2023
An Instrumental Variable Approach to Confounded Off-Policy Evaluation ICML 2023
Instrumental Processes Using Integrated Covariances CLEAR 2023
Learning Instrumental Variable from Data Fusion for Treatment Effect Estimation AAAI 2023
Robust Causal Graph Representation Learning against Confounding Effects AAAI 2023
Inference on Strongly Identified Functionals of Weakly Identified Functions COLT 2023
Sequential Underspecified Instrument Selection for Cause-Effect Estimation ICML 2023
Causal Inference with Conditional Instruments Using Deep Generative Models AAAI 2023