The brain doesn't use a synchronous digital architecture. It is asynchronous. Spiking neural networks implemented in neuromorohic hardware are equally efficient. They consume milliwatts for a million neurons.
Do you have links on novel hardware architectures for neuromorphic hardware? In my country , the leading research group for neuromorphic computing does not cite any novel hardware approaches, only what existing hw architectures are most suitable.
