neuromorphic-computing

There are 10 repositories under neuromorphic-computing topic.

666DZY666 / micronet
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape
quantization pruning dorefa twn bnn xnor-net pytorch model-compression group-convolution network-slimming neuromorphic-computing convolutional-networks network-in-network integer-arithmetic-only quantization-aware-training post-training-quantization tensorrt onnx tensorrt-int8-python batch-normalization-fuse
Language:Python 2203
lava-nc / lava
A Software Framework for Neuromorphic Computing
deep-learning neural-networks neuromorphic neuromorphic-computing neuroscience python
Language:Jupyter Notebook 537
he4o
jiaxiaogang / he4o
螺旋熵减系统
agi artificial-general-intelligence helix learning-algorithm unsupervised-learning-algorithms unsupervised-machine-learning decision-system thinking-machine brain-inspired-computation brain-simulations brain-inspired-ai computational-neuroscience neuron-models neuromorphic-computing theory-of-helix
Language:Objective-C 320
Neuromorphic-Computing-Guide
mikeroyal / Neuromorphic-Computing-Guide
Learn about the Neumorphic engineering process of creating large-scale integration (VLSI) systems containing electronic analog circuits to mimic neuro-biological architectures.
artificial-neural-networks brain-imaging neocortex neural-engine neural-engineering neural-machine-translation neural-network neural-networks neural-processes neural-radiance-fields neural-rendering neural-simulators neuroimaging neuromorphic neuromorphic-computing neuromorphic-engineering neuromorphic-hardware neuron-models neuronal-network neuroscience
Language:Python 294
BICLab / Spike-Driven-Transformer
Offical implementation of "Spike-driven Transformer" (NeurIPS2023)
neuromorphic-computing spiking-neural-network spiking-transformer spike-driven transformer-based-snn
Language:Python 192
zhouchenlin2096 / Awesome-Spiking-Neural-Networks
A paper list of spiking neural networks, including papers, codes, and related websites. 本仓库收集脉冲神经网络相关的顶会顶刊论文和代码，正在持续更新中。
codes papers snn spiking spiking-neural-network paperlist deep-learning brain-inspired event-driven neuromorphic-computing spikingjelly 3rd-generation-of-artificial-neural-networks biological-plausibility energy-efficiency binary spike awesome-list awesome
167
open-neuromorphic / open-neuromorphic
List of open source neuromorphic projects: SNN training frameworks, DVS handling routines and so on.
neuromorphic-computing snn machine-learning neuromorphic deep-learning neural-network
161
prophesee-ai / openeb
Open source SDK to create applications leveraging event-based vision hardware equipment
computer-vision event-based event-based-camera sdk camera-api neuromorphic event-camera neuromorphic-computing neuromorphic-engineering
Language:C++ 157
lava-nc / lava-dl
Deep Learning library for Lava
deep-learning neural-networks neuromorphic neuromorphic-computing python pytorch
Language:Jupyter Notebook 149
htm-community / htm.core
Actively developed Hierarchical Temporal Memory (HTM) community fork (continuation) of NuPIC. Implementation for C++ and Python
nupic cpp htm ai hierarchical-temporal-memory neuromorphic-computing neural-networks anomaly-detection prediction cortical-learning sparse-distributed-memory neuroscience neuroscience-inspired-ai reproducible-research
Language:C++ 147
Dynex
dynexcoin / Dynex
Dynex is the world’s only accessible neuromorphic quantum computing cloud for solving real-world problems, at scale.
blockchain crypto cryptocurrencies neuromorphic-computing token dnx dynex ai depin quantum-computing
Language:C++ 140
HELIX_THEORY
jiaxiaogang / HELIX_THEORY
螺旋熵减理论
agi helix theory-of-helix artificial-general-intelligence learning-algorithm unsupervised-learning-algorithms unsupervised-machine-learning decision-system thinking-machine computational-neuroscience neuromorphic-computing brain-inspired-computation neuron-models brain-inspired-ai brain-simulations
Language:Objective-C 136
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
Language:Python 103
IGITUGraz / LSNN-official
Long short-term memory Spiking Neural Networks
machine-learning spiking-neural-networks neuromorphic-computing
Language:Python 94
bollossom / GAC
Offical implementation of "Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks" (AAAI2024)
neural-coding spiking-neural-networks neuromorphic-computing spike-driven
Language:Python 87
intel-nrc-ecosystem / models
This repository will host models, modules, algorithms and applications developed by the INRC Community to run on the Intel Loihi Platform.
spiking-neural-networks loihi neuromorphic-computing python
Language:Jupyter Notebook 80
combra-lab / spiking-ddpg-mapless-navigation
Spiking-DDPG trains an SNN for energy-efficient mapless navigation on Intel's Loihi neuromorphic processor.
snn loihi neuromorphic-computing intel-neuromorphic deep-reinforcement-learning mapless-navigation pytorch ros gazebo turtlebot2 ddpg spiking-neural-networks
Language:Python 63
electronicvisions / norse
Deep learning for spiking neural networks
spiking-neural-networks pytorch neuromorphic-computing deep-learning tensors python machine-learning
Language:Python 63
zhouchenlin2096 / Spikingformer
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network
brain-inspired deep-learning neuromorphic-computing snn spiking-neural-networks transformer spiking-transformer binary spike 3rd-generation-of-artificial-neural-networks spikingjelly energy-efficiency pytorch
Language:Python 62
bollossom / VTSNN
Public code for VTSNN: A Virtual Temporal Spiking Neural Network (Fron. Neur.)
neuromorphic-computing
Language:Python 55
lava-nc / lava-optimization
Neuromorphic mathematical optimization with Lava
constraint-optimization neural-networks neuromorphic neuromorphic-computing optimization python solver mathematical-optimization
Language:Jupyter Notebook 51
spiking-fullsubnet
haoxiangsnr / spiking-fullsubnet
Official repository of Spiking-FullSubNet, the Intel N-DNS Challenge Algorithmic Track Winner.
neuromorphic-audio-processing neuromorphic-computing noise-reduction speech-denoising speech-enhancement
Language:Python 44
lava-nc / lava-dnf
Dynamic Neural Fields with Lava
dynamic-neural-fields python neuromorphic neuromorphic-computing
Language:Jupyter Notebook 42
metr0jw / Spiking-Neural-Network-on-FPGA
Leaky Integrate and Fire (LIF) model implementation for FPGA
computational-neuroscience neuromorphic-computing snn spiking-neural-network spiking-neural-networks verilog verilog-hdl leaky-integrate-and-fire-model leaky-integrate-and-fire-neuron lif-model lif-neuron
Language:Verilog 39
zhouchenlin2096 / Spikingformer-CML
Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation
3rd-generation-of-artificial-neural-networks binary brain-inspired deep-learning energy-efficiency neuromorphic-computing snn spike spiking-neural-network spiking-transformer spikingjelly transformer pytorch
Language:Python 33
combra-lab / snn-eeg
PyTorch and Loihi implementation of the Spiking Neural Network for decoding EEG on Neuromorphic Hardware
brain-computer-interface eeg eeg-classification loihi neuromorphic-computing pytorch spiking-neural-network
Language:Python 32
duguyue100 / pyaer
Low-level Python APIs for Accessing Neuromorphic Devices.
swig neuromorphic-computing neuromorphic-engineering python event-camera zmq numpy arm64 amd64
Language:Python 26
ajayarunachalam / pynmsnn
NeuroMorphic Predictive Model with Spiking Neural Networks (SNN) using Pytorch
pytorch spiking-neural-networks python neuromorphic neuromorphic-computing classification regression predictive-modeling machine-learning deep-learning deep-neural-networks torch biological-neural-networks hebbian-learning spike-time-dependent-plasticity spike-inference spike-detection
Language:Jupyter Notebook 25
thomastiotto / Memristor-Models
Python implementations and simulations of HP Labs Ion Drift and Yakopcic memristor models.
simulation memristor-models neuromorphic-computing neuromorphic
Language:Jupyter Notebook 25
cortical-team / neko
deep-learning neuromorphic-computing learning-algorithms
Language:Python 17
genema / Noisy-Spiking-Neuron-Nets
[CELL PATTERNS] Official repo of Noisy Spiking Neural Networks
neuroscience snn spiking-neural-networks spiking-neurons lif-neurons surrogate-gradients noise-driven-learning noisy-lif-neurons machine-learning neuromorphic-computing
Language:Python 16
dynexcoin / Dynex-Neuromorphic-Chip
Dynex has also developed a proprietary circuit design, the Dynex Neuromorphic Chip, that complements the Dynex ecosystem and turns any modern G into a neuromorphic computing chip by simulating its equations of motion. This implementation proofs the mathematical model.
blockchain blockchain-technology crypto cryptocurrency neuromorphic-computing trgx gpu
Language:C++ 14
Merterm / BRAIN-M
Brilliantly Radical Artificially Intelligent Neural Machine
brain hardware hardware-designs hardware-architectures neural-network neuromorphic-hardware neuromorphic neuromorphic-computing neuromorphic-engineering neuroscience neurons neuron
Language:Verilog 14
Windere / ASGL-SNN
Offical implementation of "Adaptive Smoothing Gradient Learning for Spiking Neural Networks", ICML 2023
dvs hybrid-training machine-learning neuromorphic-computing smoothing-methods snn spiking-neural-networks noisy-networks
Language:Python 14
Aayush-Ankit / traNNsformers
Structured clustering for memristive crossbar based neuromorphic architectures
deep-learning memristive-crossbar memristor sparsity neuromorphic-computing
Language:MATLAB 13
dodo47 / SpikE
Code and data to the publication "SpikE: spike-based embeddings for multi-relational graph data".
spiking-neural-network graph-embedding knowledge-graph relational-learning neuromorphic-computing symbolic-artificial-intelligence symbolic-ai link-prediction
Language:Jupyter Notebook 13

neuromorphic-computing

666DZY666 / micronet

lava-nc / lava

jiaxiaogang / he4o

mikeroyal / Neuromorphic-Computing-Guide

BICLab / Spike-Driven-Transformer

zhouchenlin2096 / Awesome-Spiking-Neural-Networks

open-neuromorphic / open-neuromorphic

prophesee-ai / openeb

lava-nc / lava-dl

htm-community / htm.core

dynexcoin / Dynex

jiaxiaogang / HELIX_THEORY

BICLab / Spike-Driven-Transformer-V2

IGITUGraz / LSNN-official

bollossom / GAC

intel-nrc-ecosystem / models

combra-lab / spiking-ddpg-mapless-navigation

electronicvisions / norse

zhouchenlin2096 / Spikingformer

bollossom / VTSNN

lava-nc / lava-optimization

haoxiangsnr / spiking-fullsubnet

lava-nc / lava-dnf

metr0jw / Spiking-Neural-Network-on-FPGA

zhouchenlin2096 / Spikingformer-CML

combra-lab / snn-eeg

duguyue100 / pyaer

ajayarunachalam / pynmsnn

thomastiotto / Memristor-Models

cortical-team / neko

genema / Noisy-Spiking-Neuron-Nets

dynexcoin / Dynex-Neuromorphic-Chip

Merterm / BRAIN-M

Windere / ASGL-SNN

Aayush-Ankit / traNNsformers

dodo47 / SpikE