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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

Achieving Non-Discrimination in Prediction IJCAI 2018
Instance-Specific Bayesian Network Structure Learning PGM 2018
Group Invariance Principles for Causal Generative Models AISTATS 2018
Consistent Estimation given Missing Data PGM 2018
Bayesian Network Structure Learning with Side Constraints PGM 2018
Causal Inference in Time Series via Supervised Learning IJCAI 2018
Robust Synthetic Control JMLR 2018
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs JMLR 2018
Orthogonal Machine Learning: Power and Limitations ICML 2018
Enhancing Identification of Causal Effects by Pruning JMLR 2018
Confounding-Robust Policy Improvement NIPS 2018
Causal Bandits with Propagating Inference ICML 2018
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions NIPS 2018
Representation Learning for Treatment Effect Estimation from Observational Data NIPS 2018
Representation Balancing MDPs for Off-policy Policy Evaluation NIPS 2018
Causal Discovery from Discrete Data using Hidden Compact Representation NIPS 2018
Causal Inference via Kernel Deviance Measures NIPS 2018
Human Interaction with Recommendation Systems AISTATS 2018
Balanced Policy Evaluation and Learning NIPS 2018
Invariant Models for Causal Transfer Learning JMLR 2018
Identification and Estimation of Causal Effects from Dependent Data NIPS 2018
Uplift Modeling from Separate Labels NIPS 2018
Causal Inference and Mechanism Clustering of A Mixture of Additive Noise Models NIPS 2018
Mixed Causal Structure Discovery with Application to Prescriptive Pricing IJCAI 2018
Tracking State Changes in Procedural Text: a Challenge Dataset and Models for Process Paragraph Comprehension NAACL 2018