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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

When Worlds Collide: Integrating Different Counterfactual Assumptions in Fairness NIPS 2017
Uncovering Causality from Multivariate Hawkes Integrated Cumulants ICML 2017
Identification and Model Testing in Linear Structural Equation Models using Auxiliary Variables ICML 2017
Learning Cost-Effective and Interpretable Treatment Regimes AISTATS 2017
A Framework for Optimal Matching for Causal Inference AISTATS 2017
Estimating individual treatment effect: generalization bounds and algorithms ICML 2017
Contextual Bandits with Latent Confounders: An NMF Approach AISTATS 2017
Learning Optimal Interventions AISTATS 2017
Transfer Learning in Multi-Armed Bandits: A Causal Approach IJCAI 2017
Detecting and Explaining Causes From Text For a Time Series Event EMNLP 2017
Matching on Balanced Nonlinear Representations for Treatment Effects Estimation NIPS 2017
Learning Instrumental Variables with Structural and Non-Gaussianity Assumptions JMLR 2017
Recovering Probability Distributions from Missing Data ACML 2017
Simplifying Probabilistic Expressions in Causal Inference JMLR 2017
Avoiding Discrimination through Causal Reasoning NIPS 2017
Permutation-based Causal Inference Algorithms with Interventions NIPS 2017
Identifying Best Interventions through Online Importance Sampling ICML 2017
GP CaKe: Effective brain connectivity with causal kernels NIPS 2017
Recursive Partitioning for Personalization using Observational Data ICML 2017
Counterfactual Fairness NIPS 2017
Faithfulness of Probability Distributions and Graphs JMLR 2017
Causal Effect Inference with Deep Latent-Variable Models NIPS 2017
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes NIPS 2017
Learning Causal Structures Using Regression Invariance NIPS 2017
CHARDA: Causal Hybrid Automata Recovery via Dynamic Analysis IJCAI 2017