We just had my daughter's party yesterday. Most parents did not stay, only a few asked if they could. From our experience it is pretty common for parents to drop their kids off and come back at the end of the party to pick them up. Maybe you could say something along the lines of "Please leave me a contact number when you drop _______ at the party" I would think a lot of parents would be happy to have a couple of hours to themselves.