Yes, even 64GB and 128GB exist.
As for motherboards, all z370 mini itx boards support only 32GB ram according to their specsheet, though I did notice that this site claims that the MSI Z370I Gaming Pro Carbon AC supports up to 62.5GB of memory, not sure if that's correct though.
EDIT: So...