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We use model theory of metric structures to prove the pointwise convergence, with a uniform metastability rate, of averages of a polynomial sequence (in Leibman’s sense) of unitary transformations of a Hilbert space. As a special case, this applies to unitary sequences where is a polynomial and a fixed unitary operator; however, our convergence results hold for arbitrary Leibman sequences. As a case study, we show that the non-nilpotent “lamplighter group” is realized as the range of a suitable quadratic Leibman sequence. We also indicate how these convergence results generalize to arbitrary Folner averages of unitary polynomial actions of any abelian group in place of .

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