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We show that if A_1, A_2, … , A_n are square matrices, each of them is either unitary or self-adjoint, and they almost commute with respect to the rank metric, then one can find commuting matrices B_1, B_2, … , B_n that are close to the matrices A_i in the rank metric.

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