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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 Transfer for Imitation Learning and Decision Making under Sensor-Shift AAAI 2020
Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models NIPS 2020
A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations AAAI 2020
Causally Denoise Word Embeddings Using Half-Sibling Regression AAAI 2020
Learning Overlapping Representations for the Estimation of Individualized Treatment Effects AISTATS 2020
Optimality, Accuracy, and Efficiency of an Exact Functional Test IJCAI 2020
Structure Learning for Cyclic Linear Causal Models UAI 2020
Gradient Regularized V-Learning for Dynamic Treatment Regimes NIPS 2020
Characterization of Overlap in Observational Studies AISTATS 2020
Characterizing Optimal Mixed Policies: Where to Intervene and What to Observe NIPS 2020
Feature relevance quantification in explainable AI: A causal problem AISTATS 2020
A Causally Formulated Hazard Ratio Estimation through Backdoor Adjustment on Structural Causal Model MLHC 2020
Adapting Text Embeddings for Causal Inference UAI 2020
Robust causal inference under covariate shift via worst-case subpopulation treatment effects COLT 2020
COT-GAN: Generating Sequential Data via Causal Optimal Transport NIPS 2020
Interventional Few-Shot Learning NIPS 2020
Learning Linear Non-Gaussian Causal Models in the Presence of Latent Variables JMLR 2020
Adaptive Experimental Design with Temporal Interference: A Maximum Likelihood Approach NIPS 2020
Active Invariant Causal Prediction: Experiment Selection through Stability NIPS 2020
Identification and Estimation of Causal Effects Defined by Shift Interventions UAI 2020
Counterfactual Prediction for Bundle Treatment NIPS 2020
Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference AISTATS 2020
General Identification of Dynamic Treatment Regimes Under Interference AISTATS 2020
Generative causal explanations of black-box classifiers NIPS 2020
Counterfactual Predictions under Runtime Confounding NIPS 2020