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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

Identification of Conditional Causal Effects under Markov Equivalence NIPS 2019
Sample Efficient Active Learning of Causal Trees NIPS 2019
PC-Fairness: A Unified Framework for Measuring Causality-based Fairness NIPS 2019
Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems NIPS 2019
Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets NIPS 2019
Causal Regularization NIPS 2019
Counterfactual Reasoning for Fair Clinical Risk Prediction MLHC 2019
Using Domain Knowledge to Overcome Latent Variables in Causal Inference from Time Series MLHC 2019
Assessing Disparate Impact of Personalized Interventions: Identifiability and Bounds NIPS 2019
Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments NIPS 2019
Kernel Instrumental Variable Regression NIPS 2019
Debiased Bayesian inference for average treatment effects NIPS 2019
The Medical Deconfounder: Assessing Treatment Effects with Electronic Health Records MLHC 2019
A Normative Theory for Causal Inference and Bayes Factor Computation in Neural Circuits NIPS 2019
Neuropathic Pain Diagnosis Simulator for Causal Discovery Algorithm Evaluation NIPS 2019
Perceiving the arrow of time in autoregressive motion NIPS 2019
The Case for Evaluating Causal Models Using Interventional Measures and Empirical Data NIPS 2019
Using Embeddings to Correct for Unobserved Confounding in Networks NIPS 2019
Exclusivity Graph Approach to Instrumental Inequalities UAI 2019
Answering Binary Causal Questions Through Large-Scale Text Mining: An Evaluation Using Cause-Effect Pairs from Human Experts IJCAI 2019
Estimating Causal Effects of Tone in Online Debates IJCAI 2019
Identifying Causal Effects via Context-specific Independence Relations NIPS 2019
Object Conditioning for Causal Inference UAI 2019
Hunting for Discriminatory Proxies in Linear Regression Models NIPS 2018
Cause-Effect Inference by Comparing Regression Errors AISTATS 2018