Comment by bonoboTP
This is an accepted ICLR paper by authors from Stanford, Toyota and Google. That's not a guarantee for anything, of course, but they likely know basic algorithms and the second law. You can certainly argue against their claims, but you need to put in the legwork.
I don't think I should need to argue with the absurd claim that these can solve any problem.