Gradient learning in spiking neural networks by dynamic perturbation of conductances

Ila R. Fiete, H. Sebastian Seung

We present a method of estimating the gradient of an objective function with respect to the synaptic weights of a spiking neural network. The method works by measuring the fluctuat…