stdp

There are 0 repository under stdp topic.

BindsNET / bindsnet
Simulation of spiking neural networks (SNNs) using PyTorch.
dynamic gpu-computing machine-learning neurons pytorch reinforcement-learning simulation snn spiking-neural-networks stdp synapse
Language:Python 1636
BasBuller / PySNN
Efficient Spiking Neural Network framework, built on top of PyTorch for GPU acceleration
pytorch spiking-neural-networks gpu-computing deep-learning machine-learning stdp dynamic neural-networks gpu-acceleration python3
Language:Python 231
fzenke / auryn
Auryn: A fast simulator for spiking neural networks with synaptic plasticity
simulation-framework auryn computational-neuroscience spiking-neural-networks parallel-computing stdp spiking-neu
Language:C++ 104
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 🔥
neuroscience spiking-neural-networks tutorial-code stdp neuron-models gabor stdp-learning neuron convolution dog computer-science awesome book article
Language:Jupyter Notebook 67
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"
snn spiking-neural-networks stdp
Language:C++ 48
max-talanov / 1
personal repository
affective-computing machine-consciousness machine-cognition machine-learning spiking-neural-networks stdp triz neurotechnology
Language:Jupyter Notebook 48
zhouyanasd / DL-NC
spiking-neural-networks
brian2 machine-learning snn lsm stdp plasticity spiking-neural-networks
Language:Python 37
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.
spiking-neural-networks spiking-networks spiking neurons neuron python python3 neuroscience synapse synapses izhikevich-neurons izhikevich-model hodking-huxley leaky-integrate-and-fire-neuron leaky-integrate-and-fire-model stdp
Language:Python 32
juliancervos / stdp-nmnist
Repository for the master thesis titled "Local Unsupervised Learning of Multimodal Event-Based Data with Spiking Neural Networks", by Julian Lopez Gordillo (MSc in Artificial Intelligence, 2019-2021).
event-based-vision neuromorphic-computing pytorch spiking-neural-networks stdp unsupervised-learning
Language:Python 27
ShahriarRezghi / Spyker
High-performance Spiking Neural Networks Library Written From Scratch with C++ and Python Interfaces.
cxx python snn stdp cuda high-performance r-stdp computational-neuroscience cudnn neuroscience onednn
Language:C++ 25
udion / Neurapse
Nuerapse simulations for SNNs
artificial-neural-networks snn stdp neural-network dynamic-random-networks spike-trains neuroscience neurocomputing
Language:Python 24
ggoupy / SpikingConvNet
Convolutional spiking neural network implementing STDP
mnist-classification spiking-neural-networks stdp synaptic-plasticity unsupervised-learning
Language:Python 20
alishdipani / NMNIST-STDP-SpiNNaker
A Spiking Neural Network model for Digit Recognition using the N-MNIST dataset.
spinnaker spynnaker nnmnist stdp spiking-neural-networks
Language:Jupyter Notebook 18
zifeo / nest-stdpmodule
A generalizable model of spike-timing dependent plasticity for the Neural Simulation Tool (NEST).
nest-module nest stdp synapse neurons pfister nest-simulator spike
Language:Python 15
ggoupy / CSNN-VDSP
Convolutional spiking neural network implementing voltage-dependent synaptic plasticity and single-spike integrate-and-fire neurons
stdp deep-learning mnist-classification spiking-neural-networks synaptic-plasticity tidigits-classification unsupervised-learning
Language:Python 13
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.
spiking-neural-networks spike-time-dependent-plasticity stdp snn spike lasagne-layers tensor
Language:Python 10
aidinattar / snn
Implementation of Spiking Neural Networks (SNNs) using SpykeTorch, featuring STDP and R-STDP training methods for efficient neural computation.
snn artificial-intelligence deep-learning neural-network pytorch spyketorch stdp
Language:Python 9
H-Elbez / Nengo
STDP implementation for Nengo and single layer network
nengo python stdp snn
Language:Python 9
verrannt / snn_speechrec
Convolutional Spiking Neural Network to recognize speech utterances using Spike-Timing-Dependent Plasticity
deep-learning machine-learning speech-recognition spike-time-dependent-plasticity spiking-neural-networks spiking-neurons stdp
Language:Python 9
daevem / SpykeTorch-Extended
An extension to the SpykeTorch framework for coding SNNs with several new spiking neuron models.
neuromorphic snn spiking-neurons stdp
Language:HTML 8
SpikeyCNS / spikey
Malleable spiking neural network framework and training platform.
neural-network spiking-neural-networks spikey reinforcement-learning stdp rlstdp florian izhikevich rmstdp hebbian-learning snn rl
Language:Python 8
realamirhe / tsnn
Probably the world most FC implementation of transformers with SNNs
dopamine natural-language-processing nlp rl snn stdp transformer
Language:Python 7
ziemowit-s / neuronpp
Neuron++ is a library which wraps NEURON (http://www.neuron.yale.edu) with easy to use Python objects.
neuron hoc stdp synapses synaptic-plasticity neuroinformatics neuron-simulator neural-network snn spiking-neural-networks spiking-networks spiking-neurons
Language:AGS Script 7
ggoupy / SpikeNN
CPU-based spiking neural network framework for classification layers employing first-spike coding and supervised STDP training.
event-based image-classification snn spiking-neural-network stdp supervised-learning ttfs winner-take-all wta
Language:Python 6
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.
computational-neuroscience leaky-integrate-and-fire-neuron neural-population-models neuroscience reinforcement-learning snn spiking-neural-networks stdp
Language:Jupyter Notebook 5
AnitaSoroush / LearningProcess
A simulation of unsupervised (STDP) and reinforcement learning (Reward-based STDP) in human brain
neural-population-models neuroscience reinforcement-learning reward-based-learning stdp stdp-learning unsupervised-learning reward-based-stdp
Language:Jupyter Notebook 5
mapolinario94 / S-TLLR
[TMLR] S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks
learning-rules neuromorphic snn stdp bptt dvs local-learning spiking-neural-networks
Language:Python 4
Thvnvtos / SNN_vs_ANN
A simple experiment to compare Artificial and Spiking Neural Networks in Sequential and Few-Shot Learning.
spiking-neural-networks few-shot-learning spiking-neural-network snn stdp catastrophic-forgetting
Language:Python 3
bdevans / spike
Spiking neural network simulator
simulator spiking-neural-networks neural-network stdp computational-neuroscience c openmp gsl
Language:C 2
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
stdp hebb neural-network
2
justinlietz93 / Advanced-AI-Math
A Python toolkit for advanced mathematics in AI and computational neuroscience, designed to support the development of the Fully Unified Model (FUM).
artificial-intelligence complex-systems computational-neuroscience dynamical-systems information-theory spiking-neural-networks stdp symbolic-math topological-data-analysis
Language:Python 2
mapolinario94 / TESS
[IJCNN] TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks
learning-rule local-learning snn spiking-neural-networks stdp
Language:Python 2
TroyMiao / stdp-mnist
SNN MNIST "Unsupervised learning of digit recognition using spike-timing-dependent plasticity"
snn stdp unsupervised-learning classification digit-recognition
Language:Python 2
bhavya13062006 / NeuroGrow
gradio hebbian python stdp
Language:Python 1
dartl0l / spiking-learn
Framework for machine learning with spiking neural networks
spiking-neural-networks classification-model stdp
Language:Python 1
ssgier / morphyne
Accelerated SNN simulator for neuromorphic computing and research in Python
neuromorphic-computing snn spiking-neural-network stdp
Language:Python 1

stdp

BindsNET / bindsnet

BasBuller / PySNN

fzenke / auryn

realamirhe / awesome-computational-neuro-science

haoyz / sym-STDP-SNN

max-talanov / 1

zhouyanasd / DL-NC

Jumaruba / SNN

juliancervos / stdp-nmnist

ShahriarRezghi / Spyker

udion / Neurapse

ggoupy / SpikingConvNet

alishdipani / NMNIST-STDP-SpiNNaker

zifeo / nest-stdpmodule

ggoupy / CSNN-VDSP

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

aidinattar / snn

H-Elbez / Nengo

verrannt / snn_speechrec

daevem / SpykeTorch-Extended

SpikeyCNS / spikey

realamirhe / tsnn

ziemowit-s / neuronpp

ggoupy / SpikeNN

Abtinmy / computational-neuroscience

AnitaSoroush / LearningProcess

mapolinario94 / S-TLLR

Thvnvtos / SNN_vs_ANN

bdevans / spike

Edward219 / Aurelia-networks

justinlietz93 / Advanced-AI-Math

mapolinario94 / TESS

TroyMiao / stdp-mnist

bhavya13062006 / NeuroGrow

dartl0l / spiking-learn

ssgier / morphyne