Causal Inference

CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions ACL 2022 CURIE: An Iterative Querying Approach for Reasoning About Situations ACL 2022 Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding NeurIPS 2022 Debiasing NLU Models via Causal Intervention and Counterfactual Reasoning AAAI 2022 Deconfounded Visual Grounding AAAI 2022 Deconfounding Physical Dynamics with Global Causal Relation and Confounder Transmission for Counterfactual Prediction AAAI 2022 Deep Multi-Modal Structural Equations For Causal Effect Estimation With Unstructured Proxies NeurIPS 2022 Discovery of extended summary graphs in time series UAI 2022 Disentangling Causal Effects from Sets of Interventions in the Presence of Unobserved Confounders NeurIPS 2022 Do Learned Representations Respect Causal Relationships? CVPR 2022 e-CARE: a New Dataset for Exploring Explainable Causal Reasoning ACL 2022 Efficient Causal Structure Learning from Multiple Interventional Datasets with Unknown Targets AAAI 2022 Entropic Causal Inference: Graph Identifiability ICML 2022 ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification COLING 2022 Event Causality Extraction with Event Argument Correlations COLING 2022 Few Clean Instances Help Denoising Distant Supervision COLING 2022 Finding and Listing Front-door Adjustment Sets NeurIPS 2022 Finding Valid Adjustments under Non-ignorability with Minimal DAG Knowledge AISTATS 2022 From Actions to Programs as Abstract Actual Causes AAAI 2022 Functional Generalized Empirical Likelihood Estimation for Conditional Moment Restrictions ICML 2022 Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning NeurIPS 2022 Generated Knowledge Prompting for Commonsense Reasoning ACL 2022 Graphical Representations for Algebraic Constraints of Linear Structural Equations Models PGM 2022 Greedy equivalence search in the presence of latent confounders UAI 2022 Greedy relaxations of the sparsest permutation algorithm UAI 2022