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causal inference

1619 papers

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Also known as

ITE IDA SCM CI CATE

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

Causal Identification under Markov Equivalence: Completeness Results ICML 2019
Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport AISTATS 2019
Approximate Causal Abstractions UAI 2019
Beyond Structural Causal Models: Causal Constraints Models UAI 2019
Deep Generalized Method of Moments for Instrumental Variable Analysis NIPS 2019
CXPlain: Causal Explanations for Model Interpretation under Uncertainty NIPS 2019
Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes NIPS 2019
Triad Constraints for Learning Causal Structure of Latent Variables NIPS 2019
Variance Reduction in Bipartite Experiments through Correlation Clustering NIPS 2019
An Algorithm to Learn Polytree Networks with Hidden Nodes NIPS 2019
Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions NIPS 2019
Identifying Predictive Causal Factors from News Streams IJCNLP 2019
Identification of Causal Effects in the Presence of Selection Bias AAAI 2019
Learning to Address Health Inequality in the United States with a Bayesian Decision Network AAAI 2019
Blameworthiness in Multi-Agent Settings AAAI 2019
Semi-Generative Modelling: Covariate-Shift Adaptation with Cause and Effect Features AISTATS 2019
Learning Triggers for Heterogeneous Treatment Effects AAAI 2019
OpenMarkov, an Open-Source Tool for Probabilistic Graphical Models IJCAI 2019
Detecting Causal Language Use in Science Findings IJCNLP 2019
General Identifiability with Arbitrary Surrogate Experiments UAI 2019
On Open-Universe Causal Reasoning UAI 2019
Three-quarter Sibling Regression for Denoising Observational Data IJCAI 2019
Policy Evaluation with Latent Confounders via Optimal Balance NIPS 2019
Causal Confusion in Imitation Learning NIPS 2019
Path-Specific Counterfactual Fairness AAAI 2019