They say: "Spiking neural network models, on the other
hand, are exceedingly poorly served by conventional
architectures. Just as the value of ANNs was not fully appreciated
until the advent of sufficiently fast CPUs and GPUs, the same could
be the case for spiking models—except different computing
architectures will be required. "