Out of curiosity, does anyone know why they choose I&F instead of Izhikevich neurons[1] which model more biological spike forms. Perhaps to meet the low power consumption goals?
Also, how do convolutional neural networks model time? I thought that was one of the benefits of spiking networks and STDP.