Simulations of 400 neurons that encode a one-dimensional value x, which ramps from -1 to 3. A. Weighted sum of spikes (weights chosen to optimally approximate x), filtered by a synapse model. This approximates synaptic drive from these neurons to another neuron (not simulated). B. Efficient surrogate model of the quantity in A.