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Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition

https://doi.org/10.1145/3494568
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Should instrumental variables be used as matching variables?
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Instrumental Variables Estimation With Some Invalid Instruments and its Application to Mendelian Randomization
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On the Use of the Lasso for Instrumental Variables Estimation with Some Invalid Instruments
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Use of allele scores as instrumental variables for Mendelian randomization
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Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression
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GradientBased Learning Applied to Document Recognition
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CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models
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Counterfactual VQA: A Cause-Effect Look at Language Bias
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IEEE Transactions on Knowledge and Data Engineering
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Declarative Parameterizations of User-Defined Functions for Large-Scale Machine Learning and Optimization
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A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective
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Data-Driven Variable Decomposition for Treatment Effect Estimation
inferredcites →https://doi.org/10.1111/1468-0262.00459openalex-snapshot
Instrumental Variable Estimation of Nonparametric Models
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Estimating Treatment Effect in the Wild via Differentiated Confounder Balancing
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Stable Prediction across Unknown Environments
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Variable-lag Granger Causality and Transfer Entropy for Time Series Analysis
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A Survey on Causal Inference
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On the Estimation of Treatment Effect with Text Covariates
inferredcites →https://doi.org/10.3982/ecta6539openalex-snapshot
Nonparametric Instrumental Regression
inferredcites →https://doi.org/10.48550/arxiv.1803.07164openalex-snapshot
Adversarial Generalized Method of Moments
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Representation Learning with Contrastive Predictive Coding
inferredcites →https://doi.org/10.48550/arxiv.1905.12495openalex-snapshot
Deep Generalized Method of Moments for Instrumental Variable Analysis
inferredcites →https://doi.org/10.48550/arxiv.1910.12358openalex-snapshot
Dual Instrumental Variable Regression
inferredcites →https://doi.org/10.48550/arxiv.2004.05316openalex-snapshot
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inferredcites →https://doi.org/10.48550/arxiv.2006.07040openalex-snapshot
Learning Decomposed Representation for Counterfactual Inference
inferredcites →https://doi.org/10.48550/arxiv.2006.11386openalex-snapshot
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CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information

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