Selective inference with unknown variance via the square-root LASSO

Xiaoying Tian, Joshua R. Loftus, Jonathan E. Taylor

There has been much recent work on inference after model selection when the noise level is known, however, $\sigma$ is rarely known in practice and its estimation is difficult in high-d…