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I don't like answering my questions but it seems I misunderstood it and the authors are indeed correct. Our query wants to obtain $N$ measurements from the database (database of size one but that's not relevant) with overall sensitivity budget $\varepsilon$. We can also split the single query into $N$ independent queries (more on the dependency below), where ...

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