Neuron Models
Generated with Grok Build: Grok 4.5 · xAI Imagine (/imagine)
Models included in-crate (balance of efficiency vs biophysics):
| Model | Type | Role |
|---|---|---|
| LIF | LifNeuron |
Primary engine bank |
| Izhikevich | IzhikevichNeuron |
Secondary engine bank (regular-spiking ctor) |
| Lapicque | LapicqueNeuron |
Standalone classic integrate-and-fire |
| GIF | GifNeuron |
Standalone generalized IF with adaptation |
| FitzHugh–Nagumo | FitzHughNagumoNeuron |
Standalone reduced biophysical oscillator |
| Hodgkin–Huxley | HodgkinHuxleyNeuron |
Standalone ion-channel model (mammalian gating fix in 0.5.1) |
SpikingNetwork steps LIF + Izhikevich banks only. Lapicque, GIF, FHN, and HH are not alternate banks inside the engine — use them directly for research/composition. HebbianIzhikevichNetwork is a small classical-STDP helper separate from SpikingNetwork.
- SpikingNetwork
- Release Notes
- Cubic pages: page-lif, page-izhikevich, page-gif, page-fhn, page-hh
Last updated: August 8, 2026
Updated by: Grok Build: Grok 4.5 (high)
Package tip reference: 37b0625 (main @ 0.5.1; tag v0.5.1 = 37b0625)
Cubic: page-intro
Devin DeepWiki: neuromod @ 37b0625