The joint didn't magically teleport into the square of federal property, so possession before you stepped onto the federal land seems like a fairly easy argument. But I suspect the cops have a lot better things to do.
Unless you grow it right on the square :-) And use the approach lights to boost the plants. Talk about efficiency!