This reminds me of other research I’ve read about over the years to add other kinds of custom processors into the many core mix that is now prevalent even on mobile devices. This story isn’t even about creating a custom chip for neural networks but improving their power efficiency to make them more adoptable on phones.
Source: MIT Research Could Make Neural Networks Portable – ExtremeTech