FO-MSF: a fractional-order multi-synaptic firing neuron with nonlocal memory for high-performance spiking neural networks

Graphical abstract

• This is the repository for paper FO-MSF: a fractional-order multi-synaptic firing neuron with nonlocal memory for high-performance spiking neural networks.

Comparison with recent advanced methods

Prerequisites

• Ubuntu 22.04.5
• Python 3.10
• Pytorch 2.8.0
• Cuda 11.8
• Numpy 2.2.6
• Spikingjelly 0.0.0.0.14

Dataset download links

• N-Caltech101: https://www.garrickorchard.com/datasets/n-caltech101
• CIFAR10-DVS: https://figshare.com/articles/dataset/CIFAR10-DVS_New/4724671
• CIFAR10: https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz
• CIFAR100: https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz

Note

• The code will be released in stages. If you have any questions, feel free to send an email to qingyangswu(AT)gmail DOT com. I will respond to you as soon as possible. Let us work together to contribute to the development of spiking neural networks.