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Combinatorial or compositional codes are more efficient than codes based on grandmother-cells in terms of the number of cells to code an instance. They also generalize better.⇒
A network with Hebbian and anti-Hebbian learning can produce a sparse code. Excitatory connections from input to output are learned Hebbian while inhibition between output neurons are learned anti-Hebbian.⇒