Robust and Tuning-Free Sparse Linear Regression via Square-Root Slope

Stanislav Minsker, Mohamed Ndaoud, Lang Wang

We consider the high-dimensional linear regression model and assume that a fraction of the measurements are altered by an adversary with complete knowledge of the data and the unde…