Spectrum-Aware Debiasing: A Modern Inference Framework with Applications to Principal Components Regression

Yufan Li, Pragya Sur

Debiasing is a fundamental concept in high-dimensional statistics. While degrees-of-freedom adjustment is the state-of-the-art technique in high-dimensional linear regression, it i…