Classify MNIST dataset by a fully connected LIF layer

The tutorial will introduce how to train a simple SNN using the encoder and the surrogate gradient method to classify MNIST.

Convolutional SNN to Classify Fashion-MNIST

In this tutorial, we will build a convolutional spiking neural network to classify the Fashion-MNIST dataset.

(2022, NeurIPS): Online Training Through Time for Spiking Neural Networks

Implementation of the paper:

  • Xiao, M., Meng, Q., Zhang, Z., He, D., & Lin, Z. (2022). Online Training Through Time for Spiking Neural Networks. ArXiv, abs/2210.04195.

(2019, Zenke, F.): SNN Surrogate Gradient Learning

Training a spiking neural network with surrogate gradient learning.

(2019, Zenke, F.): SNN Surrogate Gradient Learning to Classify Fashion-MNIST

Training a spiking neural network on a simple vision dataset.

(2021, Raminmh): Liquid time-constant Networks

Training a liquid_time_constant_network with BPTT.