Uncertainty Quantification for High-dimensional Models

• Inference for Linear Functionals in High-dimensional Linear Models Slides

• Statistical Inference for High-dimensional Logistic Regression Slides

• Inference for Non-linear Effects in High-dimensional Additive Models Slides

• Optimal Estimation of Co-Heritability in High-Dimensional Linear Models Slides

• Accuracy Assessment for High-dimensional Linear Regression Slides

• Semi-supervised Inference for Explained Variance in High-dimensional Linear Regression and Its Applications Slides

Causal Inference

• Doubly Debiased Lasso: High-Dimensional Inference under Hidden Confounding Slides

• Robust Deconfounding with Instrumental Variables Slides

• Causal Inference with Invalid Instruments: Exploring Nonlinear Treatment Models with Machine Learning SlidesVideo

• Inference for Non-linear Treatment Effects with Control Function Methods Slides

Multi-source Learning

• Statistical Inference for Maximin Effects: Identifying Stable Associations across Multiple Studies SlidesVideo

• Robust Inference for Federated Meta-Learning Slides