CNN - stride and aliasing

Hi,
Can anyone please comment on stride ­operations >= 2 in a CNN (equivalent to down-sampling) with the potential of aliasing frequency components ? Do we need to add anti-aliasing filters? If not, why and how the NN overcomes it?

Thanks,
Simon