Simulation of spiking neural networks (SNNs) using PyTorch.

SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.

Deep and online learning with spiking neural networks in Python

Pure python implementation of SNN

Brian is a free, open source simulator for spiking neural networks.

Deep learning with spiking neural networks (SNNs) in PyTorch.

Brain Dynamics Programming in Python

Brain-inspired Cognitive Intelligence Engine (BrainCog) is a brain-inspired spiking neural network based platform for Brain-inspired Artificial Intelligence and simulating brains at multiple scales. The long term goal of BrainCog is to provide a comprehensive theory and system to decode the mechanisms and principles of human intelligence and its…

Toolbox for converting analog to spiking neural networks (ANN to SNN), and running them in a spiking neuron simulator.

What about coding a Spiking Neural Network using an automatic differentiation framework? In SNNs, there is a time axis and the neural network sees data throughout time, and activation functions are instead spikes that are raised past a certain pre-activation threshold. Pre-activation values constantly fades if neurons aren't excited enough.

GeNN is a GPU-enhanced Neuronal Network simulation environment based on code generation for Nvidia CUDA.

Efficient Spiking Neural Network framework, built on top of PyTorch for GPU acceleration

🔥 This repo compiles top conference papers and code for Spiking Neural Networks research. The project is actively evolving. 本仓库收集了脉冲神经网络领域的顶会顶刊论文和代码，正在持续更新中。

Using spiking neurons and spike-timing-dependent plasticity to classify the MNIST handwritten digits.

Spiking Neural Networks in C++ with strong GPU acceleration through CUDA

Event-Based Angular Velocity Regression with Spiking Networks

Auryn: A fast simulator for spiking neural networks with synaptic plasticity

Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation

Long short-term memory Spiking Neural Networks

Experiments with spiking neural networks (SNNs) in PyTorch. See https://github.com/BINDS-LAB-UMASS/bindsnet for the successor to this project.