  Heninger, Rains and Sloane raised the question of which power series with
integer coefficients can be written as the $n$th power of another power series
with integer coefficients and constant term $1$. We provide necessary and
sufficient conditions, as well as compare with a general integrality criterion
due to Dieudonn\'e and Dwork that can be applied to this question as well.
