propensity score

A causal fused lasso for interpretable heterogeneous treatment effects estimation JMLR 2026 Information-Theoretic Causal Bounds under Unmeasured Confounding CLeaR 2026 Interpolated Stochastic Interventions Based on Propensity Scores, Target Policies and Treatment-Specific Costs AAAI 2026 Positive-Unlabeled Regression: learning from partially labeled quantitative outcomes UAI 2026 Unified Minimax Optimization Framework for Propensity Score Estimation in Debiased Recommendation AAAI 2026 Adversarial Propensity Weighting for Debiasing in Collaborative Filtering IJCAI 2025 Causal Effect of Functional Treatment JMLR 2025 DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data JMLR 2025 Efficient and Robust Semi-supervised Estimation of Average Treatment Effect with Partially Annotated Treatment and Response JMLR 2025 Learning from biased positive-unlabeled data via threshold calibration AISTATS 2025 Log-Sum-Exponential Estimator for Off-Policy Evaluation and Learning ICML 2025 Model-agnostic meta-learners for estimating heterogeneous treatment effects over time ICLR 2025 Stabilized Inverse Probability Weighting via Isotonic Calibration CLeaR 2025 Active Adaptive Experimental Design for Treatment Effect Estimation with Covariate Choice ICML 2024 An effective framework for estimating individualized treatment rules NeurIPS 2024 A Variational Framework for Estimating Continuous Treatment Effects with Measurement Error ICLR 2024 Benchmarking Estimators for Natural Experiments: A Novel Dataset and a Doubly Robust Algorithm NeurIPS 2024 Calibrated and Conformal Propensity Scores for Causal Effect Estimation UAI 2024 Defining Expertise: Applications to Treatment Effect Estimation ICLR 2024 Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random NeurIPS 2024 NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024 Positivity-free Policy Learning with Observational Data AISTATS 2024 Propensity Score Alignment of Unpaired Multimodal Data NeurIPS 2024 Time-Varying Propensity Score to Bridge the Gap between the Past and Present ICLR 2024 Unveiling the Potential of Robustness in Selecting Conditional Average Treatment Effect Estimators NeurIPS 2024