Abstract
We investigate the noise sensitivity of the top eigenvector of a Wigner matrix in the following sense. Let be the top eigenvector of an Wigner matrix. Suppose that randomly chosen entries of the matrix are resampled, resulting in another realization of the Wigner matrix with top eigenvector . We prove that, with high probability, when , then and are almost collinear and when , then is almost orthogonal to .
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