it depends on how far south. peace lilies don't like any colder weather than 55 degrees (and aren't happy there) and they don't like sun. now, as to wheter they would be compatible with the soil ph of an oak is another story. i'd just put them in pots around the roots of the tree, that way if you had a sudden cold snap, you could bring them in.