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  • GETTING STARTED
    • Installation
    • Fundamentals of Sinabs
    • A quick (and over-simplified) introduction to spiking neurons
    • Quickstart Sinabs
    • Python versions, pyenv and pipenv
  • SINABS GALLERY
    • Neuron models
      • Exponential Leaky Layer (ExpLeak)
      • Adaptive Leaky Integrate and Fire (ALIF)
      • Integrate and Fire (IAF)
      • Leaky Integrate and Fire (LIF)
    • Spike functions
      • MultiSpike
      • SingleSpike
      • MaxSpike
    • Surrogate gradient functions
      • Gaussian
      • Heaviside
      • MultiGaussian
      • SingleExponential
      • PeriodicExponential
  • TUTORIALS
    • Training by backpropagation through time (BPTT)
    • Converting an ANN to an SNN
    • Scaling parameters for rate-coded conversion to SNNs
    • sinabs Tutorial 使用入门
  • HOW TOS
    • Training an ANN with fewer synops
    • Training an SNN with fewer synops
    • Change activations in spiking layers
  • PLUGINS
  • API REFERENCE
    • network
    • layers
      • StatefulLayer
      • SqueezeMixin
      • IAF
      • IAFSqueeze
      • IAFRecurrent
      • LIF
      • LIFSqueeze
      • LIFRecurrent
      • ALIF
      • ALIFRecurrent
      • ExpLeak
      • ExpLeakSqueeze
      • SpikingMaxPooling2dLayer
      • SumPool2d
      • Img2SpikeLayer
      • Sig2SpikeLayer
      • Cropping2dLayer
      • Repeat
      • FlattenTime
      • UnflattenTime
      • NeuromorphicReLU
      • QuantizeLayer
    • activation
      • SingleSpike
      • MultiSpike
      • MaxSpike
      • MembraneReset
      • MembraneSubtract
      • SingleExponential
      • PeriodicExponential
      • Heaviside
      • Gaussian
      • MultiGaussian
    • from_torch
    • SynOpCounter
    • utils
  • ABOUT
    • About this project
    • How is Sinabs different?
    • Contributing to sinabs
    • Release notes
  • Repository
  • Suggest edit
  • Open issue
  • .rst

Neuron models

Neuron models#

Exponential Leaky Layer (ExpLeak)

Exponential Leaky Layer (ExpLeak)

Adaptive Leaky Integrate and Fire (ALIF)

Adaptive Leaky Integrate and Fire (ALIF)

Integrate and Fire (IAF)

Integrate and Fire (IAF)

Leaky Integrate and Fire (LIF)

Leaky Integrate and Fire (LIF)

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SINABS GALLERY

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Exponential Leaky Layer (ExpLeak)

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