stdp

Code for the model presented in the paper "A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symmetric STDP Rule"

spiking-neural-networks snn stdp

UpdatedNov 9, 2020
C++

max-talanov /1

Star45

personal repository

machine-learning spiking-neural-networks affective-computing machine-consciousness machine-cognition triz stdp neurotechnology

UpdatedMar 16, 2025
Jupyter Notebook

zhouyanasd /DL-NC

Star36

spiking-neural-networks

machine-learning spiking-neural-networks plasticity lsm snn brian2 stdp

UpdatedJan 19, 2025
Python

Jumaruba /SNN

Star31

This is a repository with implementations of neuron models, synapses, and spiking neural networks (SNN). It's still in development and it has original content in terms of code.

python neuroscience python3 neurons spiking-neural-networks neuron synapse hodking-huxley stdp izhikevich-neurons leaky-integrate-and-fire-neuron synapses spiking-networks spiking izhikevich-model leaky-integrate-and-fire-model

UpdatedAug 5, 2020
Python

udion /Neurapse

Star24

Nuerapse simulations for SNNs

neural-network neuroscience artificial-neural-networks spike-trains snn stdp neurocomputing dynamic-random-networks

UpdatedOct 10, 2018
Python

ShahriarRezghi /Spyker

Star22

High-performance Spiking Neural Networks Library Written From Scratch with C++ and Python Interfaces.

python cxx high-performance cuda neuroscience computational-neuroscience cudnn snn stdp onednn r-stdp

UpdatedJul 24, 2023
C++

alishdipani /NMNIST-STDP-SpiNNaker

Star17

A Spiking Neural Network model for Digit Recognition using the N-MNIST dataset.

spinnaker spiking-neural-networks stdp spynnaker nnmnist

UpdatedSep 15, 2020
Jupyter Notebook

ggoupy /SpikingConvNet

Star17

Convolutional spiking neural network implementing STDP

mnist-classification spiking-neural-networks unsupervised-learning stdp synaptic-plasticity

UpdatedNov 2, 2022
Python

zifeo /nest-stdpmodule

Star15

A generalizable model of spike-timing dependent plasticity for the Neural Simulation Tool (NEST).

spike nest neurons synapse nest-module nest-simulator stdp pfister

UpdatedDec 16, 2017
Python

ggoupy /CSNN-VDSP

Star12

Convolutional spiking neural network implementing voltage-dependent synaptic plasticity and single-spike integrate-and-fire neurons

deep-learning mnist-classification spiking-neural-networks unsupervised-learning stdp synaptic-plasticity tidigits-classification

UpdatedDec 24, 2022
Python

vikram-mm /Spiking-Neural-Network---Theano-Framework

Star10

Spiking neural networks are biologically plausible CNNs which learn through a temporally dependent learning method known as Spike Time Dependant Plasticity (STDP)- an alternate to gradient descent. This repository contains layers built on top of Lasagne layers for spiking neural networks. This is the first implementation of spiking neural networ…

spike spiking-neural-networks tensor spike-time-dependent-plasticity snn stdp lasagne-layers