Wolfgang Maass

The inherent capacity of neurons to learn order relations and support abstract reasoning

A rigorous theory is presented showing that single neurons can already learn to extract ranks of items in a linear order with a simple local rule for synaptic plasticity, and a simple synaptic plasticity rule can achieve this and enable abstract inference, reconfiguration, and the emergence of cognitive maps in shallow...