Simulation of spiking neural networks (SNNs) using PyTorch.

Pure python implementation of SNN

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

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.

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

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

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

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

CARLsim is an efficient, easy-to-use, GPU-accelerated software framework for simulating large-scale spiking neural network (SNN) models with a high degree of biological detail.

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

Deep learning integration for Nengo

CARLsim is an efficient, easy-to-use, GPU-accelerated software framework for simulating large-scale spiking neural network (SNN) models with a high degree of biological detail.

Event-Based Angular Velocity Regression with Spiking Networks

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

TUM Master’s thesis: Steering a robot with an event-based vision sensor in a lane-keeping task using methods such as Deep Reinforcement Learning or Spiking Neural Networks.

Basic SNN propogating spikes between LIF neurons

Long short-term memory Spiking Neural Networks

The Spiking Reservoir (Liquid State Machine - LSM) Simulator

Liquid State Machines in Python and NEST

Simulation of spiking neural networks (SNNs) using PyTorch.

Brian 2 frontend to the GeNN simulator

Python library for easy creation and running of spiking neural networks in tensorflow.

Spiking neural network system

spiking-neural-networks

Implementation of a Spiking Neural Network in Tensorflow.

Synaptic Plasticity with Online Reinforcement learning

Some of my initial studies using spiking neural networks and Python