Model Zoo

The various models used in simulating neuronal systems, as well as the methods used to train them, are described here. Note that this does not refer to pre-trained models. While not comprehensive, those methods implemented by Inferno are described here, along with external references.

Neurons

• Neurons, Linear Models
  • Leaky Integrate-and-Fire (LIF)
  • Adaptive Leaky Integrate-and-Fire (ALIF)
  • Generalized Leaky Integrate-and-Fire 1 (GLIF₁)
  • Generalized Leaky Integrate-and-Fire 2 (GLIF₂)
  • Generalized Leaky Integrate-and-Fire 3 (GLIF₃)
  • Generalized Leaky Integrate-and-Fire 4 (GLIF₄)
  • Generalized Leaky Integrate-and-Fire 5 (GLIF₅)
• Neurons, Nonlinear Models
  • Quadratic Integrate-and-Fire (QIF)
  • Izhikevich (Adaptive Quadratic)
  • Exponential Integrate-and-Fire (EIF)
  • Adaptive Exponential Integrate-and-Fire (AdEx)
• Neurons, Adaptation Methods
  • Adaptive Current, Linear
  • Adaptive Current, Linear Spike-Dependent
  • Adaptive Threshold, Linear Voltage-Dependent
  • Adaptive Threshold, Linear Spike-Dependent

Synapses

• Synapses, Current Models
  • Delta
  • Single Exponential
  • Double Exponential

Learning Methods

• Learning, STDP Methods
  • Spike-Timing Dependent Plasticity (STDP)
  • Triplet Spike-Timing Dependent Plasticity (Triplet STDP)
  • Modulated Spike-Timing Dependent Plasticity (MSTDP)
  • Modulated Spike-Timing Dependent Plasticity with Eligibility Trace (MSTDPET)
  • Generalized-Kernel Spike-Timing Dependent Plasticity (Kernel STDP)
  • Delay-Adjusted Spike-Timing Dependent Plasticity (Delay-Adjusted STDP)
  • Delay-Adjusted Spike-Timing Dependent Plasticity of Delays (Delay-Adjusted STDPD)
• Learning, Other Methods
  • Linear Homeostatic Plasticity