Causal Inference

β-Intact-VAE: Identifying and Estimating Causal Effects under Limited Overlap ICLR 2022 AbductionRules: Training Transformers to Explain Unexpected Inputs ACL 2022 A causal bandit approach to learning good atomic interventions in presence of unobserved confounders UAI 2022 A Causal Debiasing Framework for Unsupervised Salient Object Detection AAAI 2022 A Causal Inference Look at Unsupervised Video Anomaly Detection AAAI 2022 Accelerating the Discovery of Semantic Associations from Medical Literature: Mining Relations Between Diseases and Symptoms EMNLP 2022 ACENet: Attention Guided Commonsense Reasoning on Hybrid Knowledge Graph EMNLP 2022 Achieving Counterfactual Fairness for Causal Bandit AAAI 2022 Achieving Long-Term Fairness in Sequential Decision Making AAAI 2022 A Complete Criterion for Value of Information in Soluble Influence Diagrams AAAI 2022 AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension ACL 2022 Adaptively Exploiting d-Separators with Causal Bandits NeurIPS 2022 A Distance Covariance-based Kernel for Nonlinear Causal Clustering in Heterogeneous Populations CLeaR 2022 Adversarial Robustness Through the Lens of Causality ICLR 2022 A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022 A Hybrid Causal Structure Learning Algorithm for Mixed-Type Data AAAI 2022 A Meta-framework for Spatiotemporal Quantity Extraction from Text ACL 2022 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes ICML 2022 Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data CLeaR 2022 Amortized Inference for Causal Structure Learning NeurIPS 2022 An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge Graphs EMNLP 2022 Analytical Reasoning of Text NAACL 2022 A Neural-Symbolic Approach to Natural Language Understanding EMNLP 2022 A new constructive criterion for Markov equivalence of MAGs UAI 2022 Anticipating Performativity by Predicting from Predictions NeurIPS 2022