pookaPlay/ohm

Ordered Hypothesis Machines

Language: Python - Size: 11.4 MB - Last synced: about 1 hour ago - Pushed: about 5 hours ago - Stars: 1 - Forks: 0

zhouchenlin2096/Awesome-Spiking-Neural-Networks

A paper list of spiking neural networks, including papers, codes, and related websites.

Size: 315 KB - Last synced: 4 days ago - Pushed: 4 days ago - Stars: 97 - Forks: 8

HuuYuLong/Complementary-LIF

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

Language: Python - Size: 319 KB - Last synced: 4 days ago - Pushed: 5 days ago - Stars: 0 - Forks: 0

metr0jw/Spiking-Neural-Network-on-FPGA

Leaky Integrate and Fire (LIF) model implementation for FPGA

Language: Verilog - Size: 69.3 KB - Last synced: 4 days ago - Pushed: 7 months ago - Stars: 35 - Forks: 4

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

Language: Python - Size: 6.84 MB - Last synced: 13 days ago - Pushed: over 2 years ago - Stars: 2,178 - Forks: 477

lava-nc/lava-dl

Deep Learning library for Lava

Language: Jupyter Notebook - Size: 97.5 MB - Last synced: 15 days ago - Pushed: 16 days ago - Stars: 138 - Forks: 65

lava-nc/lava

A Software Framework for Neuromorphic Computing

Language: Jupyter Notebook - Size: 29.1 MB - Last synced: 16 days ago - Pushed: 16 days ago - Stars: 501 - Forks: 137

ajayarunachalam/pynmsnn

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

Language: Jupyter Notebook - Size: 1.65 MB - Last synced: 4 days ago - Pushed: over 1 year ago - Stars: 23 - Forks: 6

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: 4.85 MB - Last synced: 22 days ago - Pushed: 22 days ago - Stars: 69 - Forks: 7

jiaxiaogang/HELIX_THEORY

螺旋熵减理论

Language: Objective-C - Size: 89.2 MB - Last synced: 28 days ago - Pushed: 28 days ago - Stars: 135 - Forks: 35

BICLab/Spike-Driven-Transformer

Offical implementation of "Spike-driven Transformer" (NeurIPS2023)

Language: Python - Size: 2.7 MB - Last synced: 24 days ago - Pushed: about 2 months ago - Stars: 167 - Forks: 13

jiaxiaogang/he4o

螺旋熵减系统

Language: Objective-C - Size: 223 MB - Last synced: 28 days ago - Pushed: 28 days ago - Stars: 319 - Forks: 67

electronicvisions/norse

Deep learning for spiking neural networks

Language: Python - Size: 8.83 MB - Last synced: 10 days ago - Pushed: 15 days ago - Stars: 63 - Forks: 10

lava-nc/lava-optimization

Neuromorphic mathematical optimization with Lava

Language: Jupyter Notebook - Size: 6.18 MB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 49 - Forks: 28

m4urin/quantized-liquid-state-machines

A Liquid State Machine using quantized neurons that are operating on lower-bit representations and fixed point computations. It provides a next step towards the implementation of efficient accelerators that can be used in the field of neuromorphic computing.

Language: Jupyter Notebook - Size: 3.37 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 11 - Forks: 1

bollossom/GAC

Offical implementation of "Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks" (AAAI2024)

Language: Python - Size: 1.53 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 72 - Forks: 2

IGITUGraz/LSNN-official

Long short-term memory Spiking Neural Networks

Language: Python - Size: 185 KB - Last synced: 16 days ago - Pushed: about 4 years ago - Stars: 92 - Forks: 23

dynexcoin/Dynex

Dynex is the world’s only accessible neuromorphic quantum computing cloud for solving real-world problems, at scale.

Language: C++ - Size: 66.3 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 128 - Forks: 44

ssgier/morphine

A software-based neuromorphic computing engine

Language: Rust - Size: 206 KB - Last synced: 19 days ago - Pushed: 11 months ago - Stars: 1 - Forks: 1

cepdnaclk/e16-4yp-neuromorphic-architecture

Neuromorphic architectures are hardware architectures that use the biologically inspired neural functions as the basis of operation. Information processing based on spiking neuron architectures have caught considerable attention in recent years due to its low power consumption compared to traditional artificial neural networks. In this project, as the first stage, we are implementing parallel multiple processing elements based on RISC-V architecture to represent biological neurons. Single neurons can be implemented as a single processor with local memory access or since the spike time of biological neurons is in the millisecond order multiple neurons can be virtualized to a single processor. At the second stage of the process, we are expecting to design encoders and decoders to benchmark the architecture by solving classical machine learning problems.

Language: VHDL - Size: 1.25 GB - Last synced: 18 days ago - Pushed: about 1 year ago - Stars: 5 - Forks: 3

newwhitecheng/ECE590-02

Language: Python - Size: 12.7 MB - Last synced: about 2 months ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

shaymeister/highfrost

Much like the Bifrost connecting the nine-realms of the Marvel cinematic universe, the Hyperdimensional Frost (Highfrost) allows users direct access to the explore the application of vector symbolic architectures in a variety of application and experimental domains.

Size: 18.6 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 1 - Forks: 0

shaymeister/spl

A Python-based library for developing and applying semantic pointers with CUDA acceleration.

Size: 5.86 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 1 - Forks: 0

Geekdude/aurora-ack

Language: VHDL - Size: 768 KB - Last synced: 4 days ago - Pushed: over 3 years ago - Stars: 2 - Forks: 1

haoxiangsnr/spiking-fullsubnet

Official repository of Spiking-FullSubNet, the Intel N-DNS Challenge Algorithmic Track Winner.

Language: Python - Size: 152 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 40 - Forks: 7

helq/doryta

Neuromorphic event-driven simulator in C and MPI (successor of NeMo https://github.com/markplagge/NeMo)

Language: C - Size: 633 KB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 2 - Forks: 1

prophesee-ai/openeb

Open source SDK to create applications leveraging event-based vision hardware equipment

Language: C++ - Size: 61.1 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 147 - Forks: 28

cortical-team/neko

Language: Python - Size: 58.6 KB - Last synced: 2 months ago - Pushed: over 2 years ago - Stars: 17 - Forks: 4

htm-community/htm.core Fork of numenta/nupic.core-legacy

Actively developed Hierarchical Temporal Memory (HTM) community fork (continuation) of NuPIC. Implementation for C++ and Python

Language: C++ - Size: 293 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 142 - Forks: 71

zhouchenlin2096/Spikingformer

Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network

Language: Python - Size: 586 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 43 - Forks: 3

cplab/sapicore

A PyTorch-based framework for neuromorphic modeling.

Language: Python - Size: 2.89 MB - Last synced: 1 day ago - Pushed: about 1 month ago - Stars: 2 - Forks: 2

lava-nc/lava-dnf

Dynamic Neural Fields with Lava

Language: Jupyter Notebook - Size: 12.6 MB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 39 - Forks: 17

SpiNNakerManchester/SpiNNCer

Bio-inspired neuromorphic cerebellum

Language: Python - Size: 43.5 MB - Last synced: 26 days ago - Pushed: 8 months ago - Stars: 9 - Forks: 1

zhouchenlin2096/Spikingformer-CML

Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation

Language: Python - Size: 1.11 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 30 - Forks: 2

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.

Language: Python - Size: 926 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 191 - Forks: 33

open-neuromorphic/open-neuromorphic

List of open source neuromorphic projects: SNN training frameworks, DVS handling routines and so on.

Size: 6.93 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 114 - Forks: 14

AndrzejKucik/SNN4Space

ANN to SNN conversion on land cover and land use classification problem for increased energy efficiency.

Language: Python - Size: 1.92 MB - Last synced: 3 months ago - Pushed: over 2 years ago - Stars: 10 - Forks: 1

Mike-Morin/MAGI

Public tools, devices, and data for the characterization and development of neuromorphic computing hardware.

Language: KiCad Layout - Size: 5.53 MB - Last synced: 5 months ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

AlessandroPierro/automl-lava-tutorial

Tutorial on neuromorphic computing with Lava, hosted at the AutoML Fall School 2023

Language: Jupyter Notebook - Size: 4.79 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 0 - Forks: 0

Liamdev631/neuromorphic-pancreas

Repository for the paper "Spiking Neural Networks for Low-Energy Glucose Monitoring"

Language: Jupyter Notebook - Size: 3.63 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 0 - Forks: 0

thomastiotto/Memristor-Models

Python implementations and simulations of HP Labs Ion Drift and Yakopcic memristor models.

Language: Jupyter Notebook - Size: 28.2 MB - Last synced: 6 months ago - Pushed: about 1 year ago - Stars: 17 - Forks: 3

wngfra/tac3d

Tactile Exploration and Perception for Robots with Neuromorphic Computing

Language: Python - Size: 411 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 2 - Forks: 1

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.

Language: Jupyter Notebook - Size: 33.6 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 69 - Forks: 26

pabogdan/pynn_object_serialisation

Language: Jupyter Notebook - Size: 999 KB - Last synced: 7 months ago - Pushed: almost 2 years ago - Stars: 1 - Forks: 2

duguyue100/pyaer

Low-level Python APIs for Accessing Neuromorphic Devices.

Language: Python - Size: 737 KB - Last synced: 24 days ago - Pushed: about 2 months ago - Stars: 23 - Forks: 3

michaelgzt/loihi-control-loop-demo

A demo for robotic control loop with Intel's Loihi neuromorphic chip used in our papers

Language: Jupyter Notebook - Size: 13.7 KB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 3 - Forks: 0

combra-lab/spiking-ddpg-mapless-navigation

Spiking-DDPG trains an SNN for energy-efficient mapless navigation on Intel's Loihi neuromorphic processor.

Language: Python - Size: 12.3 MB - Last synced: 7 months ago - Pushed: over 2 years ago - Stars: 53 - Forks: 10

ubsuny/Josephson_Junction_Neuromorphic-Raspi4-

A repository for the project of creating a simple neural network by the use of coupled Josephson junctions acting as neurons

Language: Jupyter Notebook - Size: 193 MB - Last synced: 18 days ago - Pushed: almost 3 years ago - Stars: 2 - Forks: 0

blackdreamai/converge

A human-machine created programming language for neuromorphic engineering.

Size: 1000 Bytes - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 0 - Forks: 0

genema/Noisy-Spiking-Neuron-Nets

Official repo of Noisy Spiking Neural Networks

Language: Python - Size: 712 KB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 8 - Forks: 0

himstien/aperture-robust-multiscale-optical-flow

Event based aperture robust flow

Language: C++ - Size: 38.1 KB - Last synced: 9 months ago - Pushed: almost 3 years ago - Stars: 3 - Forks: 1

siddharth130500/memRNN

Long Short-Term Memory Implementation Exploiting Passive RRAM Crossbar Array

Language: MATLAB - Size: 29.1 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 1 - Forks: 0

09208079/09208079

Config files for my GitHub profile.

Size: 9.77 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

dynexcoin/Dynex-Whitepaper

With the end of Moore’s law approaching and Dennard scaling ending, the computing community is increasingly looking at new technologies to enable continued performance improvements. A neuromorphic computer is a nonvon Neumann computer whose structure and function are inspired by biology and physics. Today, such systems can be built and operated using existing technology, even at scale, and are capable of outperforming current quantum computers.

Size: 4.16 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 7 - Forks: 6

lava-nc/lava-docs

Documentation source for Lava

Language: Python - Size: 3.71 MB - Last synced: 25 days ago - Pushed: 25 days ago - Stars: 2 - Forks: 12

dynexcoin/Dynex-Wallet-App

Dynex is a next-generation platform for neuromorphic computing based on a new flexible blockchain protocol.

Language: C++ - Size: 55.4 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 25 - Forks: 34

keskival/sleeping_machines

A manifesto for temporal computing where memory indexing is replaced by temporal delays and referencing.

Size: 829 KB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 3 - Forks: 0

ssgier/morphyne

Accelerated SNN simulator for neuromorphic computing and research in Python

Language: Python - Size: 123 KB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

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.

Language: C++ - Size: 83.3 MB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 9 - Forks: 4

dodo47/SpikE

Code and data to the publication "SpikE: spike-based embeddings for multi-relational graph data".

Language: Jupyter Notebook - Size: 1.28 MB - Last synced: 12 months ago - Pushed: about 1 year ago - Stars: 9 - Forks: 0

Aayush-Ankit/traNNsformers

Structured clustering for memristive crossbar based neuromorphic architectures

Language: MATLAB - Size: 225 MB - Last synced: 11 months ago - Pushed: over 4 years ago - Stars: 12 - Forks: 6

iCAS-Lab/CSCE790_neuromorphic_computing

This repository contains the tutorials and homework assignments for CSCE 790: Neuromorphic computing course at UofSC.

Language: Python - Size: 196 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 3 - Forks: 0

PierrickPochelu/OpticalNeuralNetworks

Simple optical neural network training/converting experiments based on numpy API

Language: Jupyter Notebook - Size: 515 KB - Last synced: 10 months ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

combra-lab/snn-eeg

PyTorch and Loihi implementation of the Spiking Neural Network for decoding EEG on Neuromorphic Hardware

Language: Python - Size: 43 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 8 - Forks: 2

shilpakancharla/event-based-velocity-prediction-snn

Neuromorphic computing uses very-large-scale integration (VLSI) systems with the goal of replicating neurobiological structures and signal conductance mechanisms. Neuromorphic processors can run spiking neural networks (SNNs) that mimic how biological neurons function, particularly by emulating the emission of electrical spikes. A key benefit of using SNNs and neuromorphic technology is the ability to optimize the size, weight, and power consumed in a system. SNNs can be trained and employed in various robotic and computer vision applications; we attempt to use event-based to create a novel approach in order to the predict velocity of objects moving in frame. Data generated in this work is recorded and simulated as event camera data using ESIM. Vicon motion tracking data provides the ground truth position and time values, from which the velocity is calculated. The SNNs developed in this work regress the velocity vector, consisting of the x, y, and z-components, while using the event data, or the list of events associated with each velocity measurement, as the input features. With the use of the novel dataset created, three SNN models were trained and then the model that minimized the loss function the most was further validated by omitting a subset of data used in the original training. The average loss, in terms of RMSE, on the test set after using the trained model on the omitted subset of data was 0.000386. Through this work, it is shown that it is possible to train an SNN on event data in order to predict the velocity of an object in view. (Spring 2022 MS Computer Science Thesis - North Carolina State University)

Language: Jupyter Notebook - Size: 2.64 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 8 - Forks: 0

JeremieMelo/ADEPT

Automatic differentiable design of photonic tensor cores

Language: Python - Size: 2.65 MB - Last synced: 5 months ago - Pushed: about 2 years ago - Stars: 6 - Forks: 1

MatthewFilipovich/neural-network-pde-solver

Partial Differential Equation (PDE) solver using neural networks with the Nengo package.

Language: Python - Size: 4.88 KB - Last synced: 2 months ago - Pushed: over 2 years ago - Stars: 3 - Forks: 1

Merterm/BRAIN-M

Brilliantly Radical Artificially Intelligent Neural Machine

Language: Verilog - Size: 1.49 MB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 10 - Forks: 2

EladCh/Error-Signals-For-Adaptive-Neuro-Robotics

Error Signals For Adaptive Neuro-Robotics: preliminary experiment

Language: Jupyter Notebook - Size: 3.23 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 3 - Forks: 0

combra-lab/spiking-oculomotor-head-control

Python and ROS implementation of an SNN on Intel's Loihi neuromorphic processor mimicking the oculomotor system controlling a biomimetic robotic head

Language: OpenEdge ABL - Size: 3.24 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 6 - Forks: 0

NeuroSumbaD/SnnAsp

An exploration of blind source audio separation using spiking neural networks. Latency, power. and intelligibility are primary objectives while bio-plausibility is left as a secondary objective to be addressed in the future.

Language: Python - Size: 4.04 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 4 - Forks: 0

thennen/StochasticSynapses.jl

Fast model for large arrays of solid-state stochastic synapses

Language: Julia - Size: 9.09 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 2 - Forks: 0

WISE-PERfECT/PERfECT

The world first and best ECT control system.

Language: Python - Size: 582 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 6 - Forks: 2

phll/Neuro-Backprop

Implementation of 'Dendritic error backpropagation in deep cortical microcircuits', Sacramento, Senn 2017 in Python.

Language: Python - Size: 23.1 MB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 1 - Forks: 1

Rose-Hedderman/Neuromorphic-Benchmarks-Prelim-Research

Language: Jupyter Notebook - Size: 14.3 MB - Last synced: 6 months ago - Pushed: about 2 years ago - Stars: 0 - Forks: 0

russelljjarvis/GENN_On_Jetson

A Basic Guide for configuring the Nvidia Jetson Nano for running the GENN Potjan et al cortical models developed by Knight et al.

Size: 41 KB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 0 - Forks: 1

pabogdan/neurogenesis

This repository contains my current doctoral research at the University of Manchester

Language: Python - Size: 227 MB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 3 - Forks: 2

johnberroa/Duel-of-the-Numbers

A mixing of neuromorphic and quantum computing for the Comparative Machine Learning class

Language: Python - Size: 29.3 MB - Last synced: about 1 year ago - Pushed: over 5 years ago - Stars: 2 - Forks: 4