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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

DEFSI: Deep Learning Based Epidemic Forecasting with Synthetic Information AAAI 2019
Active Learning for Decision-Making from Imbalanced Observational Data ICML 2019
Identifying Predictive Causal Factors from News Streams EMNLP 2019
Making Decisions that Reduce Discriminatory Impacts ICML 2019
Adjustment Criteria for Generalizing Experimental Findings ICML 2019
Structural Causal Bandits with Non-Manipulable Variables AAAI 2019
A Distillation Approach to Data Efficient Individual Treatment Effect Estimation AAAI 2019
Unit Selection Based on Counterfactual Logic IJCAI 2019
Validating Causal Inference Models via Influence Functions ICML 2019
Learning Optimal Fair Policies ICML 2019
Imitating Latent Policies from Observation ICML 2019
Orthogonal Random Forest for Causal Inference ICML 2019
Event Causality Recognition Exploiting Multiple Annotators’ Judgments and Background Knowledge EMNLP 2019
Causal Discovery in the Presence of Missing Data AISTATS 2019
Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services AAAI 2019
Building Causal Graphs from Medical Literature and Electronic Medical Records AAAI 2019
Balanced Linear Contextual Bandits AAAI 2019
Estimating the Causal Effect from Partially Observed Time Series AAAI 2019
Meaningful Explanations of Black Box AI Decision Systems AAAI 2019
Counterfactual Reasoning in Observational Studies AAAI 2019
Interval Estimation of Individual-Level Causal Effects Under Unobserved Confounding AISTATS 2019
Interpretable Almost-Exact Matching for Causal Inference AISTATS 2019
A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects AISTATS 2019
On Multi-Cause Approaches to Causal Inference with Unobserved Counfounding: Two Cautionary Failure Cases and A Promising Alternative AISTATS 2019
SpikeCaKe: Semi-Analytic Nonparametric Bayesian Inference for Spike-Spike Neuronal Connectivity AISTATS 2019