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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

Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design ICML 2018
Counterfactual Resimulation for Causal Analysis of Rule-Based Models IJCAI 2018
Actual Causality in a Logical Setting IJCAI 2018
Removing Hidden Confounding by Experimental Grounding NIPS 2018
A Robust Approach to Sequential Information Theoretic Planning ICML 2018
A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams IJCAI 2018
Detecting non-causal artifacts in multivariate linear regression models ICML 2018
Unsupervised Word Influencer Networks from News Streams ACL 2018
A Causal And-Or Graph Model for Visibility Fluent Reasoning in Tracking Interacting Objects CVPR 2018
Learning Quadratic Variance Function (QVF) DAG Models via OverDispersion Scoring (ODS) JMLR 2018
Equality of Opportunity in Classification: A Causal Approach NIPS 2018
Direct Estimation of Differences in Causal Graphs NIPS 2018
Structural Causal Bandits: Where to Intervene? NIPS 2018
Causal Inference with Noisy and Missing Covariates via Matrix Factorization NIPS 2018
Instrument-Armed Bandits ALT 2018
Challenges of Using Text Classifiers for Causal Inference EMNLP 2018
Causality Analysis of Twitter Sentiments and Stock Market Returns ACL 2018
Learning linear structural equation models in polynomial time and sample complexity AISTATS 2018
Learning and Testing Causal Models with Interventions NIPS 2018
A Causal Framework for Discovering and Removing Direct and Indirect Discrimination IJCAI 2017
Deep IV: A Flexible Approach for Counterfactual Prediction ICML 2017
A causal framework for explaining the predictions of black-box sequence-to-sequence models EMNLP 2017
Discovering Causal Signals in Images CVPR 2017
Cause-Effect Knowledge Acquisition and Neural Association Model for Solving A Set of Winograd Schema Problems IJCAI 2017
Feature Selection as Causal Inference: Experiments with Text Classification CONLL 2017