Topic: spiking-neural-networks Goto Github

👇 Here are 294 public repositories matching this topic...

amassivek / signalpropagation
spiking-neural-networks,Forward Pass Learning and Inference Library, for neural networks and general intelligence, Signal Propagation (sigprop)
User: amassivek
Home Page: https://amassivek.github.io/sigprop
deep-learning forward-forward neural-networks forward-learning forward-pass biological-neural-networks local-learning spiking-networks spiking-neural-networks signal-propagation

axyzdong / awesome-snn-conference-paper
spiking-neural-networks,🔥 This repo compiles top conference papers and code for Spiking Neural Networks research. The project is actively evolving. 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。
User: axyzdong
snn spiking-neural-networks awesome conference-paper brain-inspired-computing

basbuller / pysnn
spiking-neural-networks,Efficient Spiking Neural Network framework, built on top of PyTorch for GPU acceleration
User: basbuller
pytorch spiking-neural-networks gpu-computing deep-learning machine-learning stdp dynamic neural-networks gpu-acceleration python3

biclab / attention-snn
spiking-neural-networks,Offical implementation of "Attention Spiking Neural Networks" (IEEE T-PAMI2023)
User: biclab
Home Page: https://ieeexplore.ieee.org/abstract/document/10032591
attention-mechanism dynamic-neural-network spiking-neural-networks

biclab / spike-driven-transformer-v2
spiking-neural-networks,Offical implementation of "Spike-driven Transformer V2: Meta Spiking Neural Network Architecture Inspiring the Design of Next-generation Neuromorphic Chips" (ICLR2024)
User: biclab
Home Page: https://openreview.net/forum?id=1SIBN5Xyw7
neuromorphic-computing neuromorphic-hardware spiking-neural-networks

binds-lab-umass / bindsnet
spiking-neural-networks,Simulation of spiking neural networks (SNNs) using PyTorch.
Organization: binds-lab-umass
spiking-neural-networks reinforcement-learning pytorch machine-learning

bindsnet / bindsnet
spiking-neural-networks,Simulation of spiking neural networks (SNNs) using PyTorch.
Organization: bindsnet
spiking-neural-networks gpu-computing pytorch machine-learning snn reinforcement-learning stdp dynamic neurons simulation

bollossom / gac
spiking-neural-networks,Offical implementation of "Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks" (AAAI2024)
User: bollossom
Home Page: https://ojs.aaai.org/index.php/AAAI/article/view/27816
neural-coding spiking-neural-networks neuromorphic-computing spike-driven

braincog-x / brain-cog
spiking-neural-networks,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.
Organization: braincog-x
Home Page: http://www.brain-cog.network/
brain-inspired-computation brain-simulations computational-neuroscience spiking-neural-networks brain-inspired-ai

brainpy / brainpy
spiking-neural-networks,Brain Dynamics Programming in Python
Organization: brainpy
Home Page: https://brainpy.readthedocs.io/
spiking-neural-networks brainpy brain-dynamics-modeling brain-inspired-computing brain-simulations

brian-team / brian2
spiking-neural-networks,Brian is a free, open source simulator for spiking neural networks.
Organization: brian-team
Home Page: http://briansimulator.org
python neuroscience science differential-equations spiking-neural-networks biological-simulations code-generation simulation-framework brian computational-neuroscience

brian-team / brian2cuda
spiking-neural-networks,A brian2 extension to simulate spiking neural networks on GPUs
Organization: brian-team
Home Page: https://brian2cuda.readthedocs.io/
python biological-simulations brian brian2 code-generation computational-neuroscience differential-equations gpu gpu-acceleration neuroscience

brian-team / brian2genn
spiking-neural-networks,Brian 2 frontend to the GeNN simulator
Organization: brian-team
Home Page: http://brian2genn.readthedocs.io/
python genn genn-simulator gpu-computing simulation spiking-neural-networks brian

clamesc / training-neural-networks-for-event-based-end-to-end-robot-control
spiking-neural-networks,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.
User: clamesc
deep-reinforcement-learning dynamic-vision-sensing event-driven linux nest python ros spiking-neural-networks tensorflow v-rep

combra-lab / pop-spiking-deep-rl
spiking-neural-networks,DRL with population coded spiking neural network for optimal and energy-efficient continuous control.
Organization: combra-lab
deep-reinforcement-learning spiking-neural-networks snn openai-gym mujoco control robotics

combra-lab / spiking-ddpg-mapless-navigation
spiking-neural-networks,Spiking-DDPG trains an SNN for energy-efficient mapless navigation on Intel's Loihi neuromorphic processor.
Organization: combra-lab
snn loihi neuromorphic-computing intel-neuromorphic deep-reinforcement-learning mapless-navigation pytorch ros gazebo turtlebot2

djsaunde / lm-snn
spiking-neural-networks,Using spiking neurons and spike-timing-dependent plasticity to classify the MNIST handwritten digits.
User: djsaunde
python brian neural-network spiking-neural-networks

djsaunde / spiketorch
spiking-neural-networks,Experiments with spiking neural networks (SNNs) in PyTorch. See https://github.com/BINDS-LAB-UMASS/bindsnet for the successor to this project.
User: djsaunde
spiking-neural-networks machine-learning pytorch neurons python snn

edisonleeeee / spikenet
spiking-neural-networks,[AAAI 2023] Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks
User: edisonleeeee
Home Page: https://arxiv.org/abs/2208.10364
dynamic-graphs graph-neural-networks spiking-neural-networks temporal-graph-networks

electronicvisions / norse
spiking-neural-networks,Deep learning for spiking neural networks
Organization: electronicvisions
Home Page: https://norse.ai/docs
spiking-neural-networks pytorch neuromorphic-computing deep-learning tensors python machine-learning

fangwei123456 / parametric-leaky-integrate-and-fire-spiking-neuron
spiking-neural-networks,Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks
User: fangwei123456
spiking-neural-networks snn deep-learning deep-neural-networks

fangwei123456 / spikingjelly
spiking-neural-networks,SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.
User: fangwei123456
Home Page: https://spikingjelly.readthedocs.io
pytorch spiking-neural-networks snn deep-learning machine-learning dvs

futureaiguru / brainsimii
spiking-neural-networks,Neural Simulator for AGI research and development
User: futureaiguru
Home Page: http://brainsim.org
artificial-general-intelligence spiking-neural-networks

fzenke / auryn
spiking-neural-networks,Auryn: A fast simulator for spiking neural networks with synaptic plasticity
User: fzenke
Home Page: https://fzenke.net/auryn/
simulation-framework auryn computational-neuroscience spiking-neural-networks parallel-computing stdp spiking-neu

genn-team / genn
spiking-neural-networks,GeNN is a GPU-enhanced Neuronal Network simulation environment based on code generation for Nvidia CUDA.
Organization: genn-team
Home Page: http://genn-team.github.io/
computational-neuroscience nvidia-cuda spiking-neural-networks simulation hacktoberfest

guillaume-chevalier / spiking-neural-network-snn-with-pytorch-where-backpropagation-engenders-stdp
spiking-neural-networks,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.
User: guillaume-chevalier
Home Page: https://guillaume-chevalier.com/spiking-neural-network-snn-with-pytorch-where-backpropagation-engenders-stdp-hebbian-learning/
spiking-neural-networks neurons

haoyz / sym-stdp-snn
spiking-neural-networks,Code for the model presented in the paper "A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symmetric STDP Rule"
User: haoyz
spiking-neural-networks stdp snn

igitugraz / lsm
spiking-neural-networks,Liquid State Machines in Python and NEST
Organization: igitugraz
liquid-state-machine lsm spiking-neural-networks recurrent-neural-networks

igitugraz / lsnn-official
spiking-neural-networks,Long short-term memory Spiking Neural Networks
Organization: igitugraz
machine-learning spiking-neural-networks neuromorphic-computing

intel-nrc-ecosystem / models
spiking-neural-networks,This repository will host models, modules, algorithms and applications developed by the INRC Community to run on the Intel Loihi Platform.
Organization: intel-nrc-ecosystem
Home Page: http://neuromorphic.intel.com
spiking-neural-networks loihi neuromorphic-computing python

jeshraghian / snntorch
spiking-neural-networks,Deep and online learning with spiking neural networks in Python
User: jeshraghian
Home Page: https://snntorch.readthedocs.io/en/latest/
pytorch spiking-neural-networks neuron-models python neural-networks machine-learning neuroscience snn spiking spike

kmheckel / spyx
spiking-neural-networks,Spyx: Spiking Neural Networks in JAX
User: kmheckel
Home Page: https://spyx.readthedocs.io/en/latest/
ai ml neural-networks spiking-neural-networks jax snn dm-haiku neuromorphic

markstrefford / spiking-neural-network
spiking-neural-networks,Basic SNN propogating spikes between LIF neurons
User: markstrefford
snn machine-learning spiking-neural-networks lif leaky-integrate-and-fire-neuron

markusai / ra9
spiking-neural-networks,JAX-based Spiking Neural Network framework
Organization: markusai
spiking-neural-networks deep-spiking-neural-networks biological-neural-networks jax spike-based-backpropagation

naclab / ngc-learn
spiking-neural-networks,NGC-Learn: Neurobiological Learning and Biomimetic Systems Simulation in Python
Organization: naclab
brain-inspired-computing free-energy machine-learning neuroscience predictive-coding predictive-processing python spiking-neural-networks learning-algorithms cognitive-science

nengo / nengo-dl
spiking-neural-networks,Deep learning integration for Nengo
Organization: nengo
Home Page: https://www.nengo.ai/nengo-dl
python nengo tensorflow neuroscience neural-networks deep-learning spiking-neural-networks

neuromorphicprocessorproject / snn_toolbox
spiking-neural-networks,Toolbox for converting analog to spiking neural networks (ANN to SNN), and running them in a spiking neuron simulator.
Organization: neuromorphicprocessorproject
deep-learning deep-neural-networks spiking-neural-networks keras tensorflow caffe lasagne brian brian2 pynn

nitin-rathi / hybrid-snn-conversion
spiking-neural-networks,Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation
User: nitin-rathi
Home Page: https://openreview.net/forum?id=B1xSperKvH
pytorch snn ann-snn-conversion deep-learning backpropagation-algorithm spiking-neural-networks

norse / norse
spiking-neural-networks,Deep learning with spiking neural networks (SNNs) in PyTorch.
Organization: norse
Home Page: https://norse.github.io/norse/
spiking-neural-networks deep-learning pytorch tensor machine-learning gpu autograd neural-network neuromorphic pytorch-lightning

realamirhe / awesome-computational-neuro-science
spiking-neural-networks,A curated list of awesome cns frameworks, libraries, and software + First class pure python Tutorial Series for Spiking Neural Networks 🔥
User: realamirhe
neuroscience spiking-neural-networks tutorial-code stdp neuron-models gabor stdp-learning neuron convolution dog

ricardodeazambuja / bee
spiking-neural-networks,The Spiking Reservoir (Liquid State Machine - LSM) Simulator
User: ricardodeazambuja
snn simulator artificial-neural-networks spiking-neural-networks c python neurorobotics

shikhargupta / spiking-neural-network
spiking-neural-networks,Pure python implementation of SNN
User: shikhargupta
mnist-classification neural-network neuromorphic neuromorphic-hardware python spike-time-dependent-plasticity spike-trains spiking-neural-networks synapse

synsense / sinabs
spiking-neural-networks,A deep learning library for spiking neural networks which is based on PyTorch, focuses on fast training and supports inference on neuromorphic hardware.
Organization: synsense
Home Page: https://sinabs.readthedocs.io
spiking-neural-networks machine-learning pytorch snn

takyamamoto / snn-from-scratch-with-python
spiking-neural-networks,
User: takyamamoto
spiking-neural-networks python3

tudelft / cusnn
spiking-neural-networks,Spiking Neural Networks in C++ with strong GPU acceleration through CUDA
Organization: tudelft
cuda cuda-kernels neural-network spiking-neural-networks

tudelft / event_flow
spiking-neural-networks,Self-Supervised Learning of Event-based Optical Flow with Spiking Neural Networks
Organization: tudelft
spiking-neural-networks event-camera optical-flow self-supervised-learning

uci-carl / carlsim3
spiking-neural-networks,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.
Organization: uci-carl
Home Page: http://uci-carl.github.io/CARLsim3
spiking-neural-networks gpu cuda simulation-framework

uci-carl / carlsim4
spiking-neural-networks,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.
Organization: uci-carl
Home Page: http://www.socsci.uci.edu/~jkrichma/CARLsim
cuda gpu simulation-framework spiking-neural-networks

uzh-rpg / snn_angular_velocity
spiking-neural-networks,Event-Based Angular Velocity Regression with Spiking Networks
Organization: uzh-rpg
spiking-neural-networks event-cameras

zhouchenlin2096 / spikingformer
spiking-neural-networks,Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network
User: zhouchenlin2096
brain-inspired deep-learning neuromorphic-computing snn spiking-neural-networks transformer spiking-transformer binary spike 3rd-generation-of-artificial-neural-networks