This paper is not about the interpretations of quantum mechanics usually put in dichotomy 'round here. Bringing up many-worlds in this article is unnecessary.
"Interpreted statistically" refers, basically, to the idea often held pre-Bell's theorem that quantum mechanics (in any interpretation) wasn't "really describing what was going on." This paper has similar consequences to Bell's theorem (disproves that view if experiments back it up), though it's a bit less powerful but doesn't rely on entanglement.
I disagree very much, see the other comments about Bell's theorem.
On Google+, Matthew Leifer, a respected researcher in theoretical physics currently at University College London, replied as follows when he was asked what his conclusions were regarding the paper:
..."Well, I knew this paper was coming, so it is not a surprise. Basically, it means that if you believe that quantum states are epistemic then you have two options left:
neo-Copenhagenism: Claim that a deeper realist model was never needed to support an epistemic interpretation of the quantum
From a recent paper that is getting non-trivial attention...
From my understanding, the result works by showing how, if a quantum state is determined only statistically by some true physical state of the universe, then it is possible for us to construct clever quantum measurements that put statistical probability on outcomes for which there is literally zero quantum amplitude, which is a contradiction of Born's rule. The assumptions required are very mild, and if this is confirmed in experiment it would give a lot of justification for a phyicalist / realist interpretation of the Many Worlds point of view.
More from the paper:
On a related note, in one of David Deutsch's original arguments for why Many Worlds was straightforwardly obvious from quantum theory, he mentions Shor's quantum factoring algorithm. Essentially he asks any opponent of Many Worlds to give a real account, not just a parochial calculational account, of why the algorithm works when it is using exponentially more resources than could possibly be classically available to it. The way he put it was: "where was the number factored?"
I was never convinced that regular quantum computation could really be used to convince someone of Many Worlds who did not already believe it, except possibly for bounded-error quantum computation where one must accept the fact that there are different worlds to find one's self in after the computation, namely some of the worlds where the computation had an error due to the algorithm itself (or else one must explain the measurement problem in some different way as per usual). But I think that in light of the paper mentioned above, Deutsch's "where was the number factored" argument may deserve more credence.
Added: Scott Aaronson discusses the paper here (the comments are also interesting).