The $\ell$-test: leveraging sparsity in the Gaussian linear model for improved inference

Souhardya Sengupta, Lucas Janson

We develop novel LASSO-based methods for coefficient testing and confidence interval construction in the Gaussian linear model with $n\ge d$. Our methods' finite-sample validity is…