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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

Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation NIPS 2021
Counterfactual Explanations in Sequential Decision Making Under Uncertainty NIPS 2021
Permutation Weighting ICML 2021
Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer NIPS 2021
SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data NIPS 2021
Counterfactual Invariance to Spurious Correlations in Text Classification NIPS 2021
Incentivizing Compliance with Algorithmic Instruments ICML 2021
The Adaptive Doubly Robust Estimator and a Paradox Concerning Logging Policy NIPS 2021
A Topological Perspective on Causal Inference NIPS 2021
Answering Complex Causal Queries With the Maximum Causal Set Effect NIPS 2021
Learning Treatment Effects in Panels with General Intervention Patterns NIPS 2021
Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance NIPS 2021
Causal Inference for Event Pairs in Multivariate Point Processes NIPS 2021
Estimating Multi-cause Treatment Effects via Single-cause Perturbation NIPS 2021
Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NIPS 2021
Estimating the Long-Term Effects of Novel Treatments NIPS 2021
The Causal Learning of Retail Delinquency AAAI 2021
PAC Learning of Causal Trees with Latent Variables AAAI 2021
Estimating Identifiable Causal Effects through Double Machine Learning AAAI 2021
The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective AAAI 2021
Uncovering Latent Biases in Text: Method and Application to Peer Review AAAI 2021
Automated Storytelling via Causal, Commonsense Plot Ordering AAAI 2021
The Counterfactual NESS Definition of Causation AAAI 2021
Meta Learning for Causal Direction AAAI 2021
Learning Adjustment Sets from Observational and Limited Experimental Data AAAI 2021