you cannot obtain joint dsitributions from marginals without knowing at least one conditional distribution or independence.
That's the study of copulas.
Working through a question, I've obtained the following:
I'm now asked to obtain the joint PGF of U and V. These two random variables are not independent; how would I go about finding the joint PGF in this case?