Before revision:  Our work supports the rigorous study of gradient-based methods to train spiking neural networks while providing insights toward the development of learning algorithms in neuromorphic hardware.
After revision:  Our work supports the rigorous study of gradient-based methods to train spiking neural networks and provides insights toward their implementation in novel brain-inspired hardware.