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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

Causal structure-based root cause analysis of outliers ICML 2022
Non-parametric inference of relational dependence UAI 2022
Graphical Representations for Algebraic Constraints of Linear Structural Equations Models PGM 2022
Outcome Assumptions and Duality Theory for Balancing Weights AISTATS 2022
Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022
Crake: Causal-Enhanced Table-Filler for Question Answering over Large Scale Knowledge Base NAACL 2022
Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization NIPS 2022
Off-Policy Evaluation with Deficient Support Using Side Information NIPS 2022
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning NIPS 2022
Uplifting Bandits NIPS 2022
Debiasing NLU Models via Causal Intervention and Counterfactual Reasoning AAAI 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts NIPS 2022
Large-Scale Differentiable Causal Discovery of Factor Graphs NIPS 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint NIPS 2022
LOG: Active Model Adaptation for Label-Efficient OOD Generalization NIPS 2022
MALTS: Matching After Learning to Stretch JMLR 2022
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022
Cross-Domain Empirical Risk Minimization for Unbiased Long-Tailed Classification AAAI 2022
On Testing for Discrimination Using Causal Models AAAI 2022
Reasoning about Causal Models with Infinitely Many Variables AAAI 2022
Identification of Linear Latent Variable Model with Arbitrary Distribution AAAI 2022
Invariant Information Bottleneck for Domain Generalization AAAI 2022
Identifiability of Linear AMP Chain Graph Models AAAI 2022
Bivariate Causal Discovery for Categorical Data via Classification with Optimal Label Permutation NIPS 2022
Iterative Structural Inference of Directed Graphs NIPS 2022