observational data

End-To-End Causal Effect Estimation from Unstructured Natural Language Data NeurIPS 2024 Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data NeurIPS 2024 Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data NeurIPS 2024 Fair Off-Policy Learning from Observational Data ICML 2024 Identifying Causal Effects Under Functional Dependencies NeurIPS 2024 IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark NeurIPS 2024 Intervention and Conditioning in Causal Bayesian Networks NeurIPS 2024 Invariant Causal Prediction with Local Models UAI 2024 KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge Graphs AAAI 2024 Learning Causal Markov Boundaries with Mixed Observational and Experimental Data PGM 2024 Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024 Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges IJCAI 2024 NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024 Policy Learning for Localized Interventions from Observational Data AISTATS 2024 Positivity-free Policy Learning with Observational Data AISTATS 2024 Predictive Coding beyond Correlations ICML 2024 Probabilities of Causation with Nonbinary Treatment and Effect AAAI 2024 s-ID: Causal Effect Identification in a Sub-population AAAI 2024 Towards Bounding Causal Effects under Markov Equivalence UAI 2024 Towards Estimating Bounds on the Effect of Policies under Unobserved Confounding NeurIPS 2024 Unit Selection with Nonbinary Treatment and Effect AAAI 2024 Using Causal Inference to Investigate Contraceptive Discontinuation in Sub-Saharan Africa IJCAI 2024 Causal Deep Reinforcement Learning Using Observational Data IJCAI 2023 Causal discovery from observational and interventional data across multiple environments NeurIPS 2023 Causal effect estimation from observational and interventional data through matrix weighted linear estimators UAI 2023