Debiased Estimating Equation Method for Versatile and Efficient Mendelian Randomization Using Large Numbers of Correlated and Invalid SNPs with Weak Effects

Policy Learning with Distributional Welfare

The Promises of Parallel Outcomes

Few-Shot Multi-Task Learning with MetaSP

Multiply Robust off-Policy Evaluation and Learning under Truncation by Death

Combining Probability and Non-probability Samples Using Semi-parametric Quantile Regression and a Non-parametric Estimator of the Participation Probability

Discovery and Inference of Possibly Bi-directional Causal Relationships with Invalid Instrumental Variables

Generalized Entropy Calibration for Doubly Robust Estimation under Missing at Random

Principal Stratification with Continuous Post-Treatment Variables: Nonparametric Identification and Semiparametric Estimation

Extreme-Based Causal Effect Learning (EXCEL) with Unmeasured Light-Tailed Confounding

Covariate Adjustment in Randomized Experiments with Missing Outcomes and Covariates

Flexible Sensitivity Analysis for Causal Inference in Observational Studies Subject to Unmeasured Confounding

Decoupled Convergence of Two-Time-Scale Stochastic Approximation

Trustworthy Reinforcement Learning: Safety Constraints and Uncertainty Quantification

Distributed Statistical Inference under Heterogeneity