GitHub topics: spiking-neural-networks

Repositories

jeshraghian/snntorch

Deep and online learning with spiking neural networks in Python

Language: Python - Size: 54.8 MB - Last synced at: about 24 hours ago - Pushed at: about 24 hours ago - Stars: 1,624 - Forks: 266

fangwei123456/spikingjelly

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

Language: Python - Size: 42.4 MB - Last synced at: 1 day ago - Pushed at: 11 days ago - Stars: 1,642 - Forks: 276

dartl0l/spiking-learn

Framework for machine learning with spiking neural networks

Language: Python - Size: 465 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 1 - Forks: 0

danhje/master-thesis

My master thesis "Statistical tests for connection algorithms for neural networks". Also available at https://nmbu.brage.unit.no/nmbu-xmlui/bitstream/handle/11250/189117/Hjertholm2013.pdf?sequence=1

Language: PostScript - Size: 40.6 MB - Last synced at: about 8 hours ago - Pushed at: almost 6 years ago - Stars: 3 - Forks: 1

genn-team/genn

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

Language: C++ - Size: 246 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 254 - Forks: 69

lartpang/TopicSpecificPaper-DailyArxiv Fork of SpikingChen/SNN-Daily-Arxiv

Update arXiv daily papers about the specific topics like Spiking Neural Networks...

Language: HTML - Size: 42.7 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 5 - Forks: 0

DehazeSNN is a lightweight, high-performance image dehazing model that combines a U-Net-like architecture with Spiking Neural Networks. It efficiently captures multi-scale features and handles long-range dependencies, achieving state-of-the-art results with reduced computational cost.

Language: Python - Size: 0 Bytes - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

Kylee7/Synaptic

Synaptic is a groundbreaking decentralized protocol that empowers users to manage their AI interactions seamlessly. With Synaptic, you gain full control over your AI memories, enhancing your experience across all platforms. 🐙💻

Language: TypeScript - Size: 1.94 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 1

NeuromorphicProcessorProject/snn_toolbox

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

Language: Python - Size: 338 MB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 376 - Forks: 106

emer/axon

Axon is a spiking, biologically-based neural model driven by predictive error-driven learning, for systems-level models of the brain

Language: Go - Size: 153 MB - Last synced at: 7 days ago - Pushed at: 9 days ago - Stars: 26 - Forks: 8

brian-team/brian2

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

Language: Python - Size: 35.9 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 1,019 - Forks: 242

justinlietz93/AdvancedMath

A Python toolkit for advanced mathematics in AI and computational neuroscience, designed to support the development of the Fully Unified Model (FUM).

Language: Python - Size: 193 KB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

brainpy/BrainPy

Brain Dynamics Programming in Python

Language: Python - Size: 92.2 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 599 - Forks: 100

Vishal-sys-code/SpikingMindRL

Spiking Neural Networks for Sequential Decision-Making Inspired by Transformer-RL Frameworks

Language: Python - Size: 886 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0

genn-team/ml_genn

A library for deep learning with Spiking Neural Networks (SNN).

Language: Python - Size: 37.4 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 33 - Forks: 10

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 Notebook - Size: 16.1 MB - Last synced at: 1 day ago - Pushed at: about 1 year ago - Stars: 62 - Forks: 10

BindsNET/bindsnet

Simulation of spiking neural networks (SNNs) using PyTorch.

Language: Python - Size: 38.9 MB - Last synced at: 8 days ago - Pushed at: 15 days ago - Stars: 1,591 - Forks: 334

chenjq2/STCAResformer

This is the source code for STCAResformer

Language: Python - Size: 580 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 0 - Forks: 0

Shikhargupta/Spiking-Neural-Network

Pure python implementation of SNN

Language: Python - Size: 2.26 MB - Last synced at: 12 days ago - Pushed at: almost 3 years ago - Stars: 1,104 - Forks: 289

FutureAIGuru/BrainSimII

Neural Simulator for AGI research and development

Language: C# - Size: 51.5 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 109 - Forks: 30

yzerlaut/neural_network_dynamics

Theoretical analysis and numerical simulations of the emergent dynamics in spiking neural networks

Language: Python - Size: 36.2 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 3 - Forks: 4

AXYZdong/awesome-snn-conference-paper

🔥 This repo collects top international conference papers, codes about Spiking Neural Networks. 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。

Size: 67.4 KB - Last synced at: 10 days ago - Pushed at: 18 days ago - Stars: 345 - Forks: 22

metr0jw/Spiking-Neural-Network-on-FPGA

Leaky Integrate and Fire (LIF) model implementation for FPGA

Language: Verilog - Size: 156 KB - Last synced at: 12 days ago - Pushed at: 17 days ago - Stars: 67 - Forks: 6

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).

Language: Python - Size: 145 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 23 - Forks: 5

synsense/sinabs

A deep learning library for spiking neural networks which is based on PyTorch, focuses on fast training and supports inference on neuromorphic hardware.

Language: Python - Size: 18.2 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 95 - Forks: 11

NACLab/ngc-learn

NGC-Learn: Neurobiological Systems Design and Simulation in Python

Language: Python - Size: 79.9 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 152 - Forks: 30

iCGY96/syops-counter

SyOPs counter for spiking neural networks

Language: Python - Size: 44.9 KB - Last synced at: 16 days ago - Pushed at: about 2 years ago - Stars: 62 - Forks: 10

ianjoshi/brf-neurons-control-dataset

Generates a synthetic control dataset of spike trains designed to test exploding spiking behavior in Resonate-and-Fire (RF) neurons (Izhikevich, 2001).

Language: Python - Size: 688 KB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 0 - Forks: 0

kmheckel/spyx

Spyx: Spiking Neural Networks in JAX

Language: Jupyter Notebook - Size: 15.1 MB - Last synced at: 10 days ago - Pushed at: 8 months ago - Stars: 122 - Forks: 13

PGI15/snnax

Spiking neural networks in JAX with equinox.

Language: Python - Size: 4.28 MB - Last synced at: 2 days ago - Pushed at: 10 months ago - Stars: 22 - Forks: 8

guillaume-chevalier/Spiking-Neural-Network-SNN-with-PyTorch-where-Backpropagation-engenders-STDP

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.

Language: Jupyter Notebook - Size: 1.09 MB - Last synced at: 12 days ago - Pushed at: over 2 years ago - Stars: 268 - Forks: 50

EdisonLeeeee/SpikeNet

[AAAI 2023] Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks

Language: Python - Size: 980 KB - Last synced at: 19 days ago - Pushed at: over 1 year ago - Stars: 69 - Forks: 6

dimitra-maoutsa/inferring-synaptic-interactions-and-transmission-delays

Size: 6.52 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

BICLab/SpikeYOLO

Offical implementation of "Integer-Valued Training and Spike-Driven Inference Spiking Neural Network for High-performance and Energy-efficient Object Detection" (ECCV2024 Best Paper Candidate)

Language: Python - Size: 8.83 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 178 - Forks: 7

norse/norse

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

Language: Python - Size: 110 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 732 - Forks: 87

dylanperdigao/LIF-Neuron-Alternatives

Source code of the paper entitled "Spiking Alternatives for the Leaky Integrate-and-Fire Neuron: Applications in Cybersecurity and Financial Threats", and presented at IbPRIA 2025, the 12th Iberian Conference on Pattern Recognition and Image Analysis.

Language: Jupyter Notebook - Size: 24.6 MB - Last synced at: 1 day ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

Tab-ct/STSC-SNN

STSC-SNN: Spatio-Temporal Synaptic Connection with temporal convolution and attention for spiking neural networks

Language: Python - Size: 23.8 MB - Last synced at: 12 days ago - Pushed at: over 2 years ago - Stars: 24 - Forks: 2

HuuYuLong/Complementary-LIF

Offical Implementation of "CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks" (ICML 2024 spotlight)

Language: Python - Size: 487 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 19 - Forks: 1

ajayarunachalam/pynmsnn

NeuroMorphic Predictive Model with Spiking Neural Networks (SNN) using Pytorch

Language: Jupyter Notebook - Size: 1.65 MB - Last synced at: 17 days ago - Pushed at: over 2 years ago - Stars: 31 - Forks: 7

markplagge/NeMo

NeMo - A hardware agnostic neuromorphic processor simulation model built on ROSS

Language: C - Size: 446 MB - Last synced at: 7 days ago - Pushed at: almost 5 years ago - Stars: 13 - Forks: 5

Poirazi-Lab/dendrify

Introducing dendrites to spiking neural networks. Designed for the Brian 2 simulator.

Language: Jupyter Notebook - Size: 16.5 MB - Last synced at: 15 days ago - Pushed at: 5 months ago - Stars: 40 - Forks: 7

NneurotransmitterR/TM-OTTA-SNN

Demo code of the paper "Threshold Modulation for Online Test-time Adaptation of Spiking Neural Networks" (IJCNN '25).

Language: Python - Size: 260 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

max-talanov/1

personal repository

Language: Jupyter Notebook - Size: 192 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 45 - Forks: 13

BrainCog-X/Brain-Cog

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 evolution, and develop artificial brains for brain-inspired conscious living AI in future Human-AI symbiotic Society.

Language: Python - Size: 3.47 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 513 - Forks: 76

Event-AHU/SSTFormer

[PokerEvent Benchmark Dataset & SNN-ANN Baseline, IEEE TCDS 2025] Official PyTorch implementation of "SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition"

Language: Python - Size: 7.75 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 17 - Forks: 1

cnrl/PymoNNtorch

Pytorch-adapted version of PymoNNto

Language: Python - Size: 466 KB - Last synced at: 17 days ago - Pushed at: 4 months ago - Stars: 12 - Forks: 0

ago109/contrastive-signal-dependent-plasticity

CSDP: Biological Credit Assignment for Spiking Neural Circuits

Language: Python - Size: 19.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 7 - Forks: 1

Tommy7414/PDMSNN-A-Brian2-Based-SNN-Software-for-Modeling-Perceptual-Decision-Making

A Brian2-based spiking neural network model for perceptual decision-making, featuring selective inhibition control and top-down modulation. The GUI supports real-time visualization and comprehensive analyses, including single-trial and multiple-trial performance metrics such as psychometric curves, reaction times (RT), and energy landscapes

Language: HTML - Size: 260 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

ZhangHanN1/SGLFormer

Spiking Global-Local Fusion Transformer

Language: Python - Size: 246 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 17 - Forks: 1

anddudkin/SNN_memristor_based

Spiking neural network simulator based on memrisor characteristics

Language: Python - Size: 47.7 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 7 - Forks: 0

dylanperdigao/Neural-Joint-Activity-in-SNNs

Source code of the paper entitled "Exploring Neural Joint Activity in Spiking Neural Networks for Fraud Detection", and presented at CIARP 2024, the 27th Iberamerican Congress on Pattern Recognition.

Language: Jupyter Notebook - Size: 6.16 MB - Last synced at: 1 day ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

dylanperdigao/Bayesian-Optimization-1D-CSNN

Source code of the paper entitled "Improving Fraud Detection with 1D-Convolutional Spiking Neural Networks through Bayesian Optimization", and presented at EPIA 2024, the 23rd International Conference on Artificial Intelligence.

Language: Jupyter Notebook - Size: 22.3 MB - Last synced at: 1 day ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

BICLab/Attention-SNN

Offical implementation of "Attention Spiking Neural Networks" (IEEE T-PAMI2023)

Language: Python - Size: 254 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 78 - Forks: 12

BICLab/Spike-Driven-Transformer-V2

Offical implementation of "Spike-driven Transformer V2: Meta Spiking Neural Network Architecture Inspiring the Design of Next-generation Neuromorphic Chips" (ICLR2024)

Language: Python - Size: 4.86 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 174 - Forks: 22

BasBuller/PySNN

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

Language: Python - Size: 12.8 MB - Last synced at: 2 months ago - Pushed at: 11 months ago - Stars: 225 - Forks: 27

Dengyu-Wu/snncutoff

SNN Cutoff Evaluation.

Language: Python - Size: 37.7 MB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 16 - Forks: 0

electronicvisions/norse

Deep learning for spiking neural networks

Language: Python - Size: 8.83 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 69 - Forks: 9

DevSlem/spikformer-like-models

Provides simple implementations of Spikformer-like models.

Language: Jupyter Notebook - Size: 2.76 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

nitin-rathi/hybrid-snn-conversion

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

Language: Python - Size: 60.5 KB - Last synced at: about 2 months ago - Pushed at: about 4 years ago - Stars: 100 - Forks: 26

fangwei123456/Parametric-Leaky-Integrate-and-Fire-Spiking-Neuron

Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks

Language: Python - Size: 12.9 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 106 - Forks: 27

nengo/keras-spiking

Spiking neuron integration for Keras

Language: Python - Size: 13.1 MB - Last synced at: 10 days ago - Pushed at: 3 months ago - Stars: 32 - Forks: 2

nengo/nengo-dl

Deep learning integration for Nengo

Language: Python - Size: 75.9 MB - Last synced at: 2 days ago - Pushed at: 3 months ago - Stars: 90 - Forks: 22

KirillHit/snn_for_object_detection

Spike neural network for detecting road objects using an event camera

Language: Python - Size: 9.49 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

djsaunde/lm-snn

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

Language: Python - Size: 219 MB - Last synced at: 2 months ago - Pushed at: about 6 years ago - Stars: 158 - Forks: 46

alishdipani/NMNIST-STDP-SpiNNaker

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

Language: Jupyter Notebook - Size: 560 KB - Last synced at: 2 months ago - Pushed at: almost 5 years ago - Stars: 19 - Forks: 4

brian-team/brian2cuda

A brian2 extension to simulate spiking neural networks on GPUs

Language: Python - Size: 122 MB - Last synced at: 1 day ago - Pushed at: 6 months ago - Stars: 63 - Forks: 13

brian-team/brian2genn

Brian 2 frontend to the GeNN simulator

Language: Python - Size: 5.35 MB - Last synced at: 17 days ago - Pushed at: 10 months ago - Stars: 47 - Forks: 16

sandialabs/Whetstone

Language: Python - Size: 272 KB - Last synced at: about 2 months ago - Pushed at: over 6 years ago - Stars: 49 - Forks: 15

jeshraghian/QSNNs

Quantization-aware training with spiking neural networks

Language: Python - Size: 30.3 KB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 40 - Forks: 7

IGITUGraz/MemoryDependentComputation

Code for Limbacher, T., Özdenizci, O., & Legenstein, R. (2022). Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity. arXiv preprint arXiv:2205.11276.

Language: Python - Size: 3.63 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 3

IGITUGraz/LSM

Liquid State Machines in Python and NEST

Language: Python - Size: 41 KB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 70 - Forks: 26

MungoMeng/Spiking-Inception

Spiking Inception architecture for unsupervised Spiking Neural Networks

Language: Python - Size: 1020 KB - Last synced at: 12 days ago - Pushed at: about 2 years ago - Stars: 10 - Forks: 4

nengo/pytorch-spiking

Spiking neuron integration for PyTorch

Language: Python - Size: 8.52 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 40 - Forks: 6

IGITUGraz/LSNN-official

Long short-term memory Spiking Neural Networks

Language: Python - Size: 185 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 102 - Forks: 24

fzenke/auryn

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

Language: C++ - Size: 3.57 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 100 - Forks: 43

QVPR/VPRSNN

Code for our IEEE RAL + ICRA 2022 paper "Spiking Neural Networks for Visual Place Recognition via Weighted Neuronal Assignments", and our ICRA2023 paper "Ensembles of Compact, Region-specific & Regularized Spiking Neural Networks for Scalable Place Recognition"

Language: Python - Size: 8.98 MB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 56 - Forks: 7

shieldforever/NeuronQuant

[ASP-DAC 2025] "NeuronQuant: Accurate and Efficient Post-Training Quantization for Spiking Neural Networks" Official Implementation

Language: Python - Size: 438 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 10 - Forks: 2

MatTheTab/neuromorphic_classifier

This repository trains a spiking neural network (SNN) classifier on the MNIST dataset using various spike encoding techniques. It explores different encoding schemes to convert images into spike trains and evaluates their impact on classification performance with the help of the SNNTorch module.

Language: Jupyter Notebook - Size: 70.3 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

nsdumont/Semantic-Spiking-Neural-SLAM-2023

Spiking Semantic SLAM (& path integration) with Spatial Semantic Pointers (SSPs) in Nengo and Nengo-Loihi

Language: Python - Size: 49.8 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 4

HaoranLiu507/RCNNshift

This project showcases an implementation of the RCNNshift，which is a kernel-based tracker that uses new features generated by the random ignition mechanism of Random-coupled Neural Network,significantly improves the stability and accuracy of tracking.

Language: Python - Size: 271 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0