I was confused by the claim in the headline but it seems that this is really the meat of the paper - they're looking for an architecture that is more efficient to implement and run in hardware. It is interesting. We know that computers must be wasting huge amounts of compute on something by analogy with a human brain and researchers will figure out why sooner or later.