Approximate inverse of a Gram matrix

A matrix $\Theta$ is an $\eta$-approximate inverse of a Gram matrix $\hat{\Sigma }$ in entrywise maximum norm whenThis turns the bias remainder of a Debiased Lasso into a product of $\eta$ and the coefficient ${\ell }^1$ error.