causal effect estimation

Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference AISTATS 2022 On the Assumptions of Synthetic Control Methods AISTATS 2022 On the Opportunity of Causal Learning in Recommendation Systems: Foundation, Estimation, Prediction and Challenges IJCAI 2022 Partially adaptive regularized multiple regression analysis for estimating linear causal effects UAI 2022 Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions NeurIPS 2022 Unsupervised Editing for Counterfactual Stories AAAI 2022 Weak Separation in Mixture Models and Implications for Principal Stratification AISTATS 2022 A Critical Look at the Consistency of Causal Estimation with Deep Latent Variable Models NeurIPS 2021 A Survey of Online Hate Speech through the Causal Lens EMNLP 2021 Bayesian Model Averaging for Causality Estimation and its Approximation based on Gaussian Scale Mixture Distributions AISTATS 2021 Efficient Online Estimation of Causal Effects by Deciding What to Observe NeurIPS 2021 Estimating Identifiable Causal Effects through Double Machine Learning AAAI 2021 Learning Adjustment Sets from Observational and Limited Experimental Data AAAI 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 Proximal Causal Learning with Kernels: Two-Stage Estimation and Moment Restriction ICML 2021 Uplift Modeling with High Class Imbalance ACML 2021 A Simultaneous Discover-Identify Approach to Causal Inference in Linear Models AAAI 2020 Causal Effect Estimation and Optimal Dose Suggestions in Mobile Health ICML 2020 Causal Estimation with Functional Confounders NeurIPS 2020 Decision Platform for Pattern Discovery and Causal Effect Estimation in Contraceptive Discontinuation IJCAI 2020 Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models JMLR 2020 Estimating Causal Effects Using Weighting-Based Estimators AAAI 2020 General Control Functions for Causal Effect Estimation from IVs NeurIPS 2020 IDA with Background Knowledge UAI 2020