From what I interpret,
GPE = -G(m1m2)/r
as r -> infinity, GPE -> 0
where r is the distance between the centre of the Earth and the centre of infinity.
So even if this "infinite point" had a mass, GPE = 0 anyway. Sorry, I kinda hijacked the thread there because I had trouble understanding...