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Causal Inference

3310 directly classified papers

Papers per year

Papers

Orthogonal Statistical Learning with Self-Concordant Loss COLT 2022
Partial Counterfactual Identification from Observational and Experimental Data ICML 2022
Anytime Information Cascade Popularity Prediction via Self-Exciting Processes ICML 2022
Inferring Cause and Effect in the Presence of Heteroscedastic Noise ICML 2022
Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery AAAI 2022
VACA: Designing Variational Graph Autoencoders for Causal Queries AAAI 2022
Efficient Causal Structure Learning from Multiple Interventional Datasets with Unknown Targets AAAI 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
Fairness without the Sensitive Attribute via Causal Variational Autoencoder IJCAI 2022
Empowering Language Models with Knowledge Graph Reasoning for Open-Domain Question Answering EMNLP 2022
Instrumental Variable Regression with Confounder Balancing ICML 2022
CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering EMNLP 2022
Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022
DiscoSense: Commonsense Reasoning with Discourse Connectives EMNLP 2022
Can Transformers Reason in Fragments of Natural Language? EMNLP 2022
RieszNet and ForestRiesz: Automatic Debiased Machine Learning with Neural Nets and Random Forests ICML 2022
A Synthetic Prediction Market for Estimating Confidence in Published Work AAAI 2022
A Complete Criterion for Value of Information in Soluble Influence Diagrams AAAI 2022
Unit Selection with Causal Diagram AAAI 2022
Tractable Uncertainty for Structure Learning ICML 2022
A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources ICML 2022
Scalable Computation of Causal Bounds ICML 2022
Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models ICML 2022
Validating Causal Inference Methods ICML 2022