stdp

There are 35 repositories under stdp topic.

  • BindsNET/bindsnet

    Simulation of spiking neural networks (SNNs) using PyTorch.

    Language:Python1.5k43237331

  • BasBuller/PySNN

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

    Language:Python21610828

  • fzenke/auryn

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

    Language:C++98191942
  • awesome-computational-neuro-science

    realamirhe/awesome-computational-neuro-science

    A curated list of awesome cns frameworks, libraries, and software + First class pure python Tutorial Series for Spiking Neural Networks 🔥

    Language:Jupyter Notebook51239

  • haoyz/sym-STDP-SNN

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

    Language:C++463012

  • max-talanov/1

    personal repository

    Language:Jupyter Notebook448615

  • zhouyanasd/DL-NC

    spiking-neural-networks

    Language:Python36119

  • Jumaruba/SNN

    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.

    Language:Python32367

  • udion/Neurapse

    Nuerapse simulations for SNNs

    Language:Python24607

  • ShahriarRezghi/Spyker

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

    Language:C++22353

  • alishdipani/NMNIST-STDP-SpiNNaker

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

    Language:Jupyter Notebook15234

  • zifeo/nest-stdpmodule

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

    Language:Python14545

  • ggoupy/SpikingConvNet

    Convolutional spiking neural network implementing STDP

    Language:Python13311

  • ggoupy/CSNN-VDSP

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

    Language:Python11300

  • H-Elbez/Nengo

    STDP implementation for Nengo and single layer network

    Language:Python9305

  • verrannt/snn_speechrec

    Convolutional Spiking Neural Network to recognize speech utterances using Spike-Timing-Dependent Plasticity

    Language:Python9221

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

    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 networks in any tensor based framework to the best of my knowledge. The various layers can be found in snn.py for dense layer and snn_conv.py for other layers. These layers are to be processed for each time step which is done using the Theano scan as a quick hack - in the snn class. The results can be found the ppt. Further details on how to use the code will be put up after later.

    Language:Python9143

  • realamirhe/tsnn

    Probably the world most FC implementation of transformers with SNNs

    Language:Python7020

  • ziemowit-s/neuronpp

    Neuron++ is a library which wraps NEURON (http://www.neuron.yale.edu) with easy to use Python objects.

    Language:AGS Script7503

  • daevem/SpykeTorch-Extended

    An extension to the SpykeTorch framework for coding SNNs with several new spiking neuron models.

    Language:HTML6102

  • SpikeyCNS/spikey

    Malleable spiking neural network framework and training platform.

    Language:Python65110

  • Abtinmy/computational-neuroscience

    Implementation of some of the basic neural models and simulation of interactions between neurons in a population and learning process from scratch in Python.

    Language:Jupyter Notebook4102

  • AnitaSoroush/LearningProcess

    A simulation of unsupervised (STDP) and reinforcement learning (Reward-based STDP) in human brain

    Language:Jupyter Notebook4100

  • Thvnvtos/SNN_vs_ANN

    A simple experiment to compare Artificial and Spiking Neural Networks in Sequential and Few-Shot Learning.

    Language:Python3200

  • Edward219/Aurelia-networks

    海月网络--通过人工设计来形成先天的连接，加上利用hebb学习机制来形成后天的连接

    2110

  • TroyMiao/stdp-mnist

    SNN MNIST "Unsupervised learning of digit recognition using spike-timing-dependent plasticity"

    Language:Python2100

  • aidinattar/snn

    Implementation of Spiking Neural Networks (SNNs) using SpykeTorch, featuring STDP and R-STDP training methods for efficient neural computation.

    Language:Jupyter Notebook1100

  • bdevans/spike

    Spiking neural network simulator

    Language:C1202

  • dartl0l/spiking-learn

    Framework for machine learning with spiking neural networks

    Language:Python1200

  • ssgier/morphyne

    Accelerated SNN simulator for neuromorphic computing and research in Python

    Language:Python1120

  • simonmichau/dynamic-memory-traces-for-sequence-learning-in-spiking-network

    Repo of the bachelor thesis 'Dynamic memory traces for sequence learning in spiking networks'

    Language:Python0230

  • ggoupy/SpikeNN

    Spiking neural network framework implementing classification layers based on first-spike coding, event-driven processing, and supervised STDP training.

    Language:Python

  • ModelDBRepository/119159

    STDP promotes synchrony of inhibitory networks in the presence of heterogeneity (Talathi et al 2008)

    Language:C++401

  • ModelDBRepository/144566

    Voltage-based STDP synapse (Clopath et al. 2010)

    Language:MATLAB401

  • ModelDBRepository/150225

    Fast convergence of cerebellar learning (Luque et al. 2015)

    Language:C++401