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Causal Inference

934 directly classified papers

Papers per year

Papers

A Distribution Free Conditional Independence Test with Applications to Causal Discovery JMLR 2022
Causal Aggregation: Estimation and Inference of Causal Effects by Constraint-Based Data Fusion JMLR 2022
Structure Learning for Directed Trees JMLR 2022
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022
Incorporating Causal Analysis into Diversified and Logical Response Generation COLING 2022
ROCK: Causal Inference Principles for Reasoning about Commonsense Causality ICML 2022
Causal structure-based root cause analysis of outliers ICML 2022
Neuron Dependency Graphs: A Causal Abstraction of Neural Networks ICML 2022
Invariant Ancestry Search ICML 2022
Tractable Uncertainty for Structure Learning ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
Partial Counterfactual Identification from Observational and Experimental Data ICML 2022
Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022
On the Opportunity of Causal Learning in Recommendation Systems: Foundation, Estimation, Prediction and Challenges IJCAI 2022
Knowledge-Based News Event Analysis and Forecasting Toolkit IJCAI 2022
CauAIN: Causal Aware Interaction Network for Emotion Recognition in Conversations IJCAI 2022
Causal Intervention for Subject-Deconfounded Facial Action Unit Recognition AAAI 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction AAAI 2022
Heterogeneous Peer Effects in the Linear Threshold Model AAAI 2022
Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery AAAI 2022
Efficient Causal Structure Learning from Multiple Interventional Datasets with Unknown Targets AAAI 2022
Unsupervised Editing for Counterfactual Stories AAAI 2022
Improving Zero-Shot Phrase Grounding via Reasoning on External Knowledge and Spatial Relations AAAI 2022
Latent Space Explanation by Intervention AAAI 2022
Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang ACL 2022