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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

Schema Networks: Zero-shot Transfer with a Generative Causal Model of Intuitive Physics ICML 2017
Exploiting Causality for Selective Belief Filtering in Dynamic Bayesian Networks (Extended Abstract) IJCAI 2017
Conditional Dependence via Shannon Capacity: Axioms, Estimators and Applications ICML 2016
Estimating Causal Effects with Ancestral Graph Markov Models PGM 2016
Mutual Information Based Matching for Causal Inference with Observational Data JMLR 2016
Causal Inference through a Witness Protection Program JMLR 2016
Private Causal Inference AISTATS 2016
Computing Lower and Upper Bounds on the Probability of Causal Statements PGM 2016
A Differential Approach to Causality in Staged Trees PGM 2016
Observational-Interventional Priors for Dose-Response Learning NIPS 2016
Long-term Causal Effects via Behavioral Game Theory NIPS 2016
Causal Bandits: Learning Good Interventions via Causal Inference NIPS 2016
Consistent Estimation of Functions of Data Missing Non-Monotonically and Not at Random NIPS 2016
Causal meets Submodular: Subset Selection with Directed Information NIPS 2016
Identification and Overidentification of Linear Structural Equation Models NIPS 2016
Conditional Independencies under the Algorithmic Independence of Conditionals JMLR 2016
Estimating Causal Structure Using Conditional DAG Models JMLR 2016
Learning Representations for Counterfactual Inference ICML 2016
Recommendations as Treatments: Debiasing Learning and Evaluation ICML 2016
The Arrow of Time in Multivariate Time Series ICML 2016
Network Granger Causality with Inherent Grouping Structure JMLR 2015
Learning the Structure and Parameters of Large-Population Graphical Games from Behavioral Data JMLR 2015
From Dependency to Causality: A Machine Learning Approach JMLR 2015
Removing systematic errors for exoplanet search via latent causes ICML 2015
Semi-Supervised Interpolation in an Anticausal Learning Scenario JMLR 2015