potential outcome

Understanding the Impact of Competing Events on Heterogeneous Treatment Effect Estimation from Time-to-Event Data AISTATS 2023 Weather2vec: Representation Learning for Causal Inference with Non-local Confounding in Air Pollution and Climate Studies AAAI 2023 Bayesian federated estimation of causal effects from observational data UAI 2022 Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects JMLR 2022 Info Intervention and its Causal Calculus CLeaR 2022 Estimating Multi-cause Treatment Effects via Single-cause Perturbation NeurIPS 2021 Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NeurIPS 2021 Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021 On Inductive Biases for Heterogeneous Treatment Effect Estimation NeurIPS 2021 Algorithmic Bias in Recidivism Prediction: A Causal Perspective (Student Abstract) AAAI 2020 Estimation of Bounds on Potential Outcomes For Decision Making ICML 2020 A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects AISTATS 2019 Interpretable Almost-Exact Matching for Causal Inference AISTATS 2019 GANITE: Estimation of Individualized Treatment Effects using Generative Adversarial Nets ICLR 2018 Estimation of Causal Peer Influence Effects ICML 2013