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Proof of random-self-reucibility of LWE (worst- to average-case) in Regev paper, Lemma 4.1

I'm reading proof of [Regev'arXive2401.03703, lemma 4.1, page 30]. I can't figure out how Oded Regev estimates acceptance probability of the average-case distinguisher by Chernoff bound Thorem (...
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