genema/Noisy-Spiking-Neuron-Nets
[CELL PATTERNS] Official repo of Noisy Spiking Neural Networks
This project helps computational neuroscientists and machine learning practitioners build more robust and biologically plausible spiking neural networks. It takes your existing spiking neural network models and allows you to incorporate various types of noise into their neuron dynamics. The output is a neural network model that can perform computations with improved reliability and better mimic the probabilistic nature of biological brains.
No commits in the last 6 months.
Use this if you are a researcher or practitioner working with spiking neural networks and want to explore the benefits of integrating noisy neuronal dynamics for enhanced performance and biological realism.
Not ideal if you are looking for a pre-trained, ready-to-use neural network for a specific application rather than a framework for building and researching network architectures.
Stars
21
Forks
2
Language
Python
License
LGPL-2.1
Category
Last pushed
Sep 15, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/genema/Noisy-Spiking-Neuron-Nets"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
fangwei123456/spikingjelly
SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.
neuromorphs/NIR
Neuromorphic Intermediate Representation reference implementation
BindsNET/bindsnet
Simulation of spiking neural networks (SNNs) using PyTorch.
norse/norse
Deep learning with spiking neural networks (SNNs) in PyTorch.
jeshraghian/snntorch
Deep and online learning with spiking neural networks in Python