Neuron Models
Generated with Grok Build: Grok 4.5 · xAI Imagine (/imagine)
Canonical models included in-crate (balance of efficiency vs biophysics):
| Model | Type | Notes |
|---|---|---|
| Lapicque | LapicqueNeuron |
Classic integrate-and-fire |
| LIF | LifNeuron |
Fast leaky IF; default engine bank |
| GIF | GifNeuron |
Generalized IF with adaptation |
| Izhikevich | IzhikevichNeuron |
Two-variable; regular-spiking ctor used in engine bank |
| FitzHugh–Nagumo | FitzHughNagumoNeuron |
Reduced biophysical oscillator |
| Hodgkin–Huxley | HodgkinHuxleyNeuron |
Ion-channel gold standard |
SpikingNetwork steps LIF + Izhikevich banks by default; other models are available for custom stacks.
- SpikingNetwork
- Cubic pages: page-lif, page-izhikevich, page-gif, page-fhn, page-hh
Last updated: July 30, 2026
Updated by: Grok Build: Grok 4.5
Package tip reference: 553cc8e (main @ 0.5.0 + post-tag; tag v0.5.0 = 67c1573)
Cubic: page-intro
Devin DeepWiki: neuromod @ 553cc8e