causal inference

Counterfactual Predictions under Runtime Confounding NeurIPS 2020 Counterfactual Vision and Language Learning CVPR 2020 CREDICI: A Java Library for Causal Inference by Credal Networks PGM 2020 De-Biased Court’s View Generation with Causality EMNLP 2020 DeepMatch: Balancing Deep Covariate Representations for Causal Inference Using Adversarial Training ICML 2020 Deriving Bounds And Inequality Constraints Using Logical Relations Among Counterfactuals UAI 2020 Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach ICML 2020 Developing a Machine Learning Tool for Dynamic Cancer Treatment Strategies AAAI 2020 Distributionally Robust Counterfactual Risk Minimization AAAI 2020 Domain Adaptation as a Problem of Inference on Graphical Models NeurIPS 2020 Dynamical Systems Theory for Causal Inference with Application to Synthetic Control Methods AISTATS 2020 Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models JMLR 2020 Efficient Distance Approximation for Structured High-Dimensional Distributions via Learning NeurIPS 2020 Efficient Policy Learning from Surrogate-Loss Classification Reductions ICML 2020 Entropic Causal Inference: Identifiability and Finite Sample Results NeurIPS 2020 Estimating counterfactual treatment outcomes over time through adversarially balanced representations ICLR 2020 Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks NeurIPS 2020 Estimation of Bounds on Potential Outcomes For Decision Making ICML 2020 Estimation Rates for Sparse Linear Cyclic Causal Models UAI 2020 Evaluation of Causal Structure Learning Algorithms via Risk Estimation UAI 2020 Event-Driven Continuous Time Bayesian Networks AAAI 2020 Explainable Agency in Reinforcement Learning Agents AAAI 2020 Explainable Reinforcement Learning through a Causal Lens AAAI 2020 Exploring Logically Dependent Multi-task Learning with Causal Inference EMNLP 2020 Fair Data Adaptation with Quantile Preservation JMLR 2020