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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

Unit Selection with Causal Diagram AAAI 2022
A Complete Criterion for Value of Information in Soluble Influence Diagrams AAAI 2022
Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions NIPS 2022
Identifying Principal Stratum Causal Effects Conditional on a Post-treatment Intermediate Response CLEAR 2022
Instrumental Variable Regression with Confounder Balancing ICML 2022
Interpretable Off-Policy Learning via Hyperbox Search ICML 2022
Learning Cluster Causal Diagrams: An Information-Theoretic Approach IJCAI 2022
Linear Combinatorial Semi-Bandit with Causally Related Rewards IJCAI 2022
CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation EMNLP 2022
Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022
Obtaining Causal Information by Merging Datasets with MAXENT AISTATS 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations AACL 2022
Causal Intervention for Subject-Deconfounded Facial Action Unit Recognition AAAI 2022
Heterogeneous Peer Effects in the Linear Threshold Model AAAI 2022
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving AAAI 2022
Revealing the Excitation Causality between Climate and Political Violence via a Neural Forward-Intensity Poisson Process IJCAI 2022
Counterfactual Interpolation Augmentation (CIA): A Unified Approach to Enhance Fairness and Explainability of DNN IJCAI 2022
Interventional Training for Out-Of-Distribution Natural Language Understanding EMNLP 2022
Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective CVPR 2022
Causal Conceptions of Fairness and their Consequences ICML 2022
Causal Intervention Improves Implicit Sentiment Analysis COLING 2022
Efficient Reinforcement Learning with Prior Causal Knowledge CLEAR 2022
CURIE: An Iterative Querying Approach for Reasoning About Situations ACL 2022
Towards IID representation learning and its application on biomedical data MIDL 2022
On Causally Disentangled Representations AAAI 2022