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(A) SNN computational graph unrolled over multiple time-steps for computing the V or Vmem and resultant output spike train S as a function of input spikes I[t] is shown. (B) Illustration of indeterminate derivative for a threshold or step function that is replaced with a surrogate piecewise linear derivative to allow the flow of gradients in AGD training.
