Bias-Aware External-Model-Assisted Inference in High-Dimensional Regression

Hongzhe Zhang, Hanxuan Ye, Hongzhe Li

In high-dimensional semi-supervised linear regression, prediction-powered inference (PPI) corrects an external predictor with a rectifier estimated from the labeled data. In a line…