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> It's an uninteresting reduction since linear algebra can describe almost everything.

The question is whether it can do so efficiently. As far as I know, alternating applications of affine transforms and non-linearities are not so useful for some computations that are known to occur in the brain such as routing, spatio-temporal clustering, frequency filtering, high-dimensional temporal states per neuron etc.




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