Causal Inference

Equivariant Graph Mechanics Networks with Constraints ICLR 2022 Estimating Causal Effects under Network Interference with Bayesian Generalized Propensity Scores JMLR 2022 Estimating Social Influence from Observational Data CLeaR 2022 Estimation and inference on high-dimensional individualized treatment rule in observational data using split-and-pooled de-correlated score JMLR 2022 Estimation of Local Average Treatment Effect by Data Combination AAAI 2022 Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions With Superior OOD Generalization CVPR 2022 Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals WACV 2022 Event Causality Identification via Generation of Important Context Words NAACL 2022 Experiencer-Specific Emotion and Appraisal Prediction EMNLP 2022 Explaining Point Processes by Learning Interpretable Temporal Logic Rules ICLR 2022 Explanations for Negative Query Answers under Inconsistency-Tolerant Semantics IJCAI 2022 Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022 Exploring Domain-Invariant Parameters for Source Free Domain Adaptation CVPR 2022 Extracting Temporal Event Relation with Syntax-guided Graph Transformer NAACL 2022 Factored Adaptation for Non-Stationary Reinforcement Learning NeurIPS 2022 Fairness without the Sensitive Attribute via Causal Variational Autoencoder IJCAI 2022 Falsification before Extrapolation in Causal Effect Estimation NeurIPS 2022 Feature selection for discovering distributional treatment effect modifiers UAI 2022 Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space ICLR 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 From Intervention to Domain Transportation: A Novel Perspective to Optimize Recommendation ICLR 2022 GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL AISTATS 2022 Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects JMLR 2022