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Projects in Awesome Lists tagged with spiking-neural-networks
A curated list of projects in awesome lists tagged with spiking-neural-networks .
https://github.com/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
Last synced: 02 Aug 2024
https://github.com/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
Last synced: 25 Sep 2024
https://github.com/fangwei123456/spikingjelly
SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.
deep-learning dvs machine-learning pytorch snn spiking-neural-networks
Last synced: 01 Oct 2024
https://github.com/jeshraghian/snntorch
Deep and online learning with spiking neural networks in Python
machine-learning neural-networks neuron-models neuroscience python pytorch snn spike spiking spiking-neural-networks
Last synced: 30 Sep 2024
https://github.com/brian-team/brian2
Brian is a free, open source simulator for spiking neural networks.
biological-simulations brian brian2 code-generation computational-neuroscience differential-equations neuroscience python science simulation-framework spiking-neural-networks
Last synced: 31 Jul 2024
https://github.com/norse/norse
Deep learning with spiking neural networks (SNNs) in PyTorch.
autograd deep-learning gpu machine-learning neural-network neuromorphic pytorch pytorch-lightning spiking-neural-networks tensor
Last synced: 29 Sep 2024
https://github.com/brainpy/BrainPy
Brain Dynamics Programming in Python
brain-dynamics-modeling brain-inspired-computing brain-simulations brainpy spiking-neural-networks
Last synced: 01 Aug 2024
https://github.com/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.
brain-inspired-ai brain-inspired-computation brain-simulations computational-neuroscience spiking-neural-networks
Last synced: 02 Aug 2024
https://github.com/neuromorphicprocessorproject/snn_toolbox
Toolbox for converting analog to spiking neural networks (ANN to SNN), and running them in a spiking neuron simulator.
brian brian2 caffe deep-learning deep-neural-networks keras lasagne loihi nest pynn pytorch spiking-neural-networks spinnaker tensorflow
Last synced: 28 Sep 2024
https://github.com/NeuromorphicProcessorProject/snn_toolbox
Toolbox for converting analog to spiking neural networks (ANN to SNN), and running them in a spiking neuron simulator.
brian brian2 caffe deep-learning deep-neural-networks keras lasagne loihi nest pynn pytorch spiking-neural-networks spinnaker tensorflow
Last synced: 02 Aug 2024
https://github.com/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.
neurons spiking-neural-networks
Last synced: 03 Oct 2024
https://github.com/genn-team/genn
GeNN is a GPU-enhanced Neuronal Network simulation environment based on code generation for Nvidia CUDA.
computational-neuroscience hacktoberfest nvidia-cuda simulation spiking-neural-networks
Last synced: 02 Aug 2024
https://github.com/BasBuller/PySNN
Efficient Spiking Neural Network framework, built on top of PyTorch for GPU acceleration
deep-learning dynamic gpu-acceleration gpu-computing machine-learning neural-networks python3 pytorch spiking-neural-networks stdp
Last synced: 03 Aug 2024
https://github.com/nitin-rathi/hybrid-snn-conversion
Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation
ann-snn-conversion backpropagation-algorithm deep-learning pytorch snn spiking-neural-networks
Last synced: 02 Aug 2024
https://github.com/kmheckel/spyx
Spyx: Spiking Neural Networks in JAX
ai dm-haiku jax ml neural-networks neuromorphic snn spiking-neural-networks
Last synced: 04 Aug 2024
https://github.com/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)
neuromorphic-computing neuromorphic-hardware spiking-neural-networks
Last synced: 02 Aug 2024
https://github.com/electronicvisions/norse
Deep learning for spiking neural networks
deep-learning machine-learning neuromorphic-computing python pytorch spiking-neural-networks tensors
Last synced: 02 Aug 2024
https://github.com/clamesc/Training-Neural-Networks-for-Event-Based-End-to-End-Robot-Control
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.
deep-reinforcement-learning dynamic-vision-sensing event-driven linux nest python ros spiking-neural-networks tensorflow v-rep
Last synced: 04 Aug 2024
https://github.com/BICLab/SpikeYOLO
Offical implementation of "Integer-Valued Training and Spike-Driven Inference Spiking Neural Network for High-performance and Energy-efficient Object Detection" (ECCV2024 Oral)
neuromorphic-computing spiking-neural-networks
Last synced: 07 Sep 2024
https://github.com/BICLab/Attention-SNN
Offical implementation of "Attention Spiking Neural Networks" (IEEE T-PAMI2023)
attention-mechanism dynamic-neural-network spiking-neural-networks
Last synced: 02 Aug 2024
https://github.com/colinator/spikeflow
Python library for easy creation and running of spiking neural networks in tensorflow.
computational-neuroscience python snn spiking-neural-networks tensorflow
Last synced: 02 Aug 2024
https://github.com/Dengyu-Wu/spkeras
Conversion from CNNs to SNNs using Tensorflow-Keras
ann-snn-conversion ann-to-snn-conversion cnn-to-snn-conversion snn-keras snn-training spiking-neural-networks spkeras
Last synced: 04 Aug 2024
https://github.com/ibm-research-tokyo/diffsnn
An implementation of a differentiable point process and a differentiable spiking neural network.
point-processes spiking-neural-networks
Last synced: 02 Aug 2024
https://github.com/ajaysub110/mnist-pygenn
Implementation of the paper 'Unsupervised learning of digit recognition using spike-timing-dependent plasticity' by Peter Diehl and Matthew Cook, using the PyGeNN (Python interface of GeNN) SNN framework
genn machine-learning spiking-neural-networks
Last synced: 02 Oct 2024
https://github.com/zimmerrol/spiking-bayesian-networks
Implementation of the paper Homeostatic plasticity in Bayesian spiking networks as Expectation Maximization with posterior constraints by Habenschuss et al.
bayesian-inference bayesian-spiking-neural-network neural-network nips spiking-neural-networks
Last synced: 03 Oct 2024
https://github.com/trfore/chatmodel
Neuronal Simulation of the Granule Cell Layer within the Cerebellar Cortex
biological-simulations brian2 cerebellar-granule-cell neuroscience spiking-neural-networks
Last synced: 03 Oct 2024