Supplementary Material of Training Spiking Neural Networks with Event-driven Backpropagation A Invariant sum of gradients among layers with weights

Neural Information Processing Systems 

On the other hand, event-based learning algorithms only have to deal with cases where a certain neuron fires a spike, and record the relevant information.