IMO its not about replacing deterministic algorithms used in van Neuman machines (even though that would be a nice side effect).

I feel that if we ever want to build an intelligent problem solver machine, we need some facility for abstract reasoning and work like this papet is a major contributor towards that goal. (if its reproducible and valid ofc...)