Hi DB,
Neuromorphic has been used in relation to the analog neural networks for some time.
CNNs are also neural networks (digital/software) using full 8-bit to 32-bit binary bytes to perform calculations.
Akida's "spikes" are, in fact, single binary bits, whereas analog spikes are generated by neurons accumulation incoming spikes. and summing the accumulated voltages or currents in analog (resistive/capacitive) elements.
The fact that Akida uses normal digital logic circuitry may have simplified the step up to 4-bit weights and activations somewhat, while still requiring significant redesign of the NPUs, but I'm sure it was a breeze for Anil, Kris and the rest of the (sleep-deprived) crew.
QUALCOMM is worth watching, page-188
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