Before revision:  We then use this analytical characterization to rigorously analyze the solution space geometry and derive certainty conditions guaranteeing a non-zero synapse between neurons.
After revision:  A generalization accounting for noise further reveals that the solution space geometry and derive certainty conditions guaranteeing a non-zero synapse between neurons.