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. 2021 Jun 10;15:609147. doi: 10.3389/fninf.2021.609147

Table 1.

Comparison of synapse update schemes.

Time-driven Event-driven Event-driven & compression
History length L 1 I i
Synapse function calls M K · T K · T/I K · T/I
Weight change computations C K · T K · T T
History entry manipulations H T T K · T/I · i

From the view point of a postsynaptic neuron, the table shows the maximal length of the history L, the number of function calls M of synapse code, the number of computations C of infinitesimal weight changes ΔWij(tα,tα+1), and the number of history entry manipulations H for a simulation of T time steps, a uniform inter-spike interval I between spikes of a single presynaptic neuron, and an in-degree K for each neuron and no delays. For the event-driven compression scheme the entries show the length of the compressed history where i is the number of different spike times within the last inter-spike interval I.