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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 Inference by Identification of Vector Autoregressive Processes with Hidden Components ICML 2015
Causal Video Object Segmentation From Persistence of Occlusions CVPR 2015
Bandits with Unobserved Confounders: A Causal Approach NIPS 2015
Exploring Causal Relationships in Visual Object Tracking ICCV 2015
Rate-Agnostic (Causal) Structure Learning NIPS 2015
Learning Causal Graphs with Small Interventions NIPS 2015
Towards a Learning Theory of Cause-Effect Inference ICML 2015
The Randomized Causation Coefficient JMLR 2015
Understanding Tools: Task-Oriented Object Modeling, Learning and Recognition CVPR 2015
Missing at Random in Graphical Models AISTATS 2015
Telling cause from effect in deterministic linear dynamical systems ICML 2015
On Estimating Causal Effects based on Supplemental Variables AISTATS 2014
Transportability from Multiple Environments with Limited Experiments: Completeness Results NIPS 2014
Consistency of Causal Inference under the Additive Noise Model ICML 2014
Bayesian Estimation of Causal Direction in Acyclic Structural Equation Models with Individual-specific Confounder Variables and Non-Gaussian Distributions JMLR 2014
Causal Inference through a Witness Protection Program NIPS 2014
Feedback Detection for Live Predictors NIPS 2014
Randomized Experimental Design for Causal Graph Discovery NIPS 2014
Causal Strategic Inference in Networked Microfinance Economies NIPS 2014
Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data NIPS 2014
Graphical Models for Inference with Missing Data NIPS 2013
Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising JMLR 2013
One-shot learning by inverting a compositional causal process NIPS 2013
Pairwise Likelihood Ratios for Estimation of Non-Gaussian Structural Equation Models JMLR 2013
Transportability from Multiple Environments with Limited Experiments NIPS 2013