Selected Talks

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 (Slides, Video)

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 (Slides, Video)

Robust Inference for Federated Meta-Learning (Slides)