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Largest magnitude of off-diagonals of Wishart matrix

Let $X_1,\dots,X_n\sim N(0,\Sigma)$ be a multivariate normal, with sample covariance $\hat\Sigma$. Of course the diagonals of this matrix are chi-square distributed and there exist tail bounds for how ...