Repo of the bachelor thesis 'Dynamic memory traces for sequence learning in spiking networks'
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Updated
Nov 22, 2022 - Python
Repo of the bachelor thesis 'Dynamic memory traces for sequence learning in spiking networks'
Malleable spiking neural network framework and training platform.
A simulation of unsupervised (STDP) and reinforcement learning (Reward-based STDP) in human brain
Framework for machine learning with spiking neural networks
Spiking neural network framework implementing classification layers based on first-spike coding, event-driven processing, and supervised STDP training.
SNN MNIST "Unsupervised learning of digit recognition using spike-timing-dependent plasticity"
Convolutional spiking neural network implementing voltage-dependent synaptic plasticity and single-spike integrate-and-fire neurons
Accelerated SNN simulator for neuromorphic computing and research in Python
Probably the world most FC implementation of transformers with SNNs
Explores neural coding schemes and learning mechanisms in neuroscience using STDP and RSTDP models for synaptic plasticity.
A simple experiment to compare Artificial and Spiking Neural Networks in Sequential and Few-Shot Learning.
Implementation of Spiking Neural Networks (SNNs) using SpykeTorch, featuring STDP and R-STDP training methods for efficient neural computation.
Convolutional spiking neural network implementing STDP
STDP promotes synchrony of inhibitory networks in the presence of heterogeneity (Talathi et al 2008)
Convolutional Spiking Neural Network to recognize speech utterances using Spike-Timing-Dependent Plasticity
An extension to the SpykeTorch framework for coding SNNs with several new spiking neuron models.
Spiking neural network simulator
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