A non-asymptotic distributional theory of approximate message passing for sparse and robust regression

Gen Li, Yuting Wei

Characterizing the distribution of high-dimensional statistical estimators is a challenging task, due to the breakdown of classical asymptotic theory in high dimension. This paper…