Causal Inference

A Uniformly Consistent Estimator of non-Gaussian Causal Effects Under the k-Triangle-Faithfulness Assumption CLeaR 2022 Bivariate Causal Discovery for Categorical Data via Classification with Optimal Label Permutation NeurIPS 2022 Bivariate Causal Discovery via Conditional Divergence CLeaR 2022 Bounding Counterfactuals under Selection Bias PGM 2022 BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment CoRL 2022 Canary Extraction in Natural Language Understanding Models ACL 2022 CauAIN: Causal Aware Interaction Network for Emotion Recognition in Conversations IJCAI 2022 Causal Aggregation: Estimation and Inference of Causal Effects by Constraint-Based Data Fusion JMLR 2022 Causal Discovery and Reinforcement Learning: A Synergistic Integration PGM 2022 Causal Discovery in Hawkes Processes by Minimum Description Length AAAI 2022 Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis NeurIPS 2022 Causal Discovery in Linear Latent Variable Models Subject to Measurement Error NeurIPS 2022 Causal discovery with heterogeneous observational data UAI 2022 Causal Distillation for Language Models NAACL 2022 Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022 Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022 CausalGNN: Causal-Based Graph Neural Networks for Spatio-Temporal Epidemic Forecasting AAAI 2022 Causal Inference Through the Structural Causal Marginal Problem ICML 2022 Causal Intervention for Subject-Deconfounded Facial Action Unit Recognition AAAI 2022 Causality Inspired Representation Learning for Domain Generalization CVPR 2022 Causal structure-based root cause analysis of outliers ICML 2022 CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues ACL 2022 Conditional Independence Testing with Heteroskedastic Data and Applications to Causal Discovery NeurIPS 2022 Context-aware Information-theoretic Causal De-biasing for Interactive Sequence Labeling EMNLP 2022 Counterfactual Fairness with Partially Known Causal Graph NeurIPS 2022