causal inference

Equivariance Allows Handling Multiple Nuisance Variables When Analyzing Pooled Neuroimaging Datasets CVPR 2022 Estimating Causal Effects under Network Interference with Bayesian Generalized Propensity Scores JMLR 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 Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals WACV 2022 Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022 Exploring the Latent Space of Autoencoders with Interventional Assays NeurIPS 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 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 Functional Generalized Empirical Likelihood Estimation for Conditional Moment Restrictions ICML 2022 GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL AISTATS 2022 Generalization Bounds for Estimating Causal Effects of Continuous Treatments NeurIPS 2022 Generative multitask learning mitigates target-causing confounding NeurIPS 2022 Graphical Representations for Algebraic Constraints of Linear Structural Equations Models PGM 2022 Handling Distribution Shifts on Graphs: An Invariance Perspective ICLR 2022 Heterogeneous Peer Effects in the Linear Threshold Model AAAI 2022 Identifiability of Linear AMP Chain Graph Models AAAI 2022 Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022 Identification of Linear Latent Variable Model with Arbitrary Distribution AAAI 2022