causal inference

MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms NeurIPS 2021 Model-Free and Model-Based Policy Evaluation when Causality is Uncertain ICML 2021 Model updating after interventions paradoxically introduces bias AISTATS 2021 Multi-Cause Effect Estimation with Disentangled Confounder Representation IJCAI 2021 Necessary and sufficient graphical conditions for optimal adjustment sets in causal graphical models with hidden variables NeurIPS 2021 Nested Counterfactual Identification from Arbitrary Surrogate Experiments NeurIPS 2021 Nonparametric Estimation of Heterogeneous Treatment Effects: From Theory to Learning Algorithms AISTATS 2021 Off-policy Evaluation in Infinite-Horizon Reinforcement Learning with Latent Confounders AISTATS 2021 On Disentangled Representations Learned from Correlated Data ICML 2021 On Inductive Biases for Heterogeneous Treatment Effect Estimation NeurIPS 2021 Operationalizing Complex Causes: A Pragmatic View of Mediation ICML 2021 Out-of-Distribution Generalization via Risk Extrapolation (REx) ICML 2021 PAC Learning of Causal Trees with Latent Variables AAAI 2021 Partial Identifiability in Discrete Data with Measurement Error UAI 2021 Path dependent structural equation models UAI 2021 Permutation Weighting ICML 2021 Policy Analysis using Synthetic Controls in Continuous-Time ICML 2021 Provable Guarantees on the Robustness of Decision Rules to Causal Interventions IJCAI 2021 Provably Efficient Causal Reinforcement Learning with Confounded Observational Data NeurIPS 2021 Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding ICML 2021 Recovering Latent Causal Factor for Generalization to Distributional Shifts NeurIPS 2021 Regression Discontinuity Design under Self-selection AISTATS 2021 Regret Minimization for Causal Inference on Large Treatment Space AISTATS 2021 Representation Learning via Invariant Causal Mechanisms ICLR 2021 Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals AAAI 2021