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Causal Inference

523 directly classified papers

Papers per year

Papers

Learning from Stochastically Revealed Preference NIPS 2022
Causal Classification: Treatment Effect Estimation vs. Outcome Prediction JMLR 2022
CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior NIPS 2022
Truncated Matrix Power Iteration for Differentiable DAG Learning NIPS 2022
Active Bayesian Causal Inference NIPS 2022
Large-Scale Differentiable Causal Discovery of Factor Graphs NIPS 2022
Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs NIPS 2022
Deep Counterfactual Estimation with Categorical Background Variables NIPS 2022
Mitigating Spurious Correlation in Natural Language Understanding with Counterfactual Inference EMNLP 2022
CCA: An ML Pipeline for Cloud Anomaly Troubleshooting AAAI 2022
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations AAAI 2022
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving AAAI 2022
Personalized Public Policy Analysis in Social Sciences Using Causal-Graphical Normalizing Flows AAAI 2022
Debiasing NLU Models via Causal Intervention and Counterfactual Reasoning AAAI 2022
Path-Specific Objectives for Safer Agent Incentives AAAI 2022
Efficient Causal Structure Learning from Multiple Interventional Datasets with Unknown Targets AAAI 2022
VACA: Designing Variational Graph Autoencoders for Causal Queries AAAI 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint NIPS 2022
Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure NIPS 2022
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning NIPS 2022
Off-Policy Evaluation with Deficient Support Using Side Information NIPS 2022
What's the Harm? Sharp Bounds on the Fraction Negatively Affected by Treatment NIPS 2022
On Causally Disentangled Representations AAAI 2022
Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022
Identification of Linear Latent Variable Model with Arbitrary Distribution AAAI 2022