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In this paper, we establish new irrationality criteria for certain sparse power series. As applications of these criteria, we generalize a result of Erdős and obtain several irrationality results for various infinite series involving the classical arithmetic functions. For example, we prove that for any integers and , the numbers are both irrational, where , , and denote the number of divisors, the sum of divisors, and Euler’s totient functions, respectively.

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