arXiv:2610.24350v1 Announce Type: new Abstract: This paper establishes high-probability, non-asymptotic upper bounds for the population excess risk of minimum $\ell_q$-norm interpolating estimators in linear regression, valid for all $1Source:https://arxiv.org/abs/2610.24350