Module trivial 

Simple integrate-and-fire variants.

Structs

AdaptiveThresholdIFNeuron

Adaptive-threshold IF. Platkiewicz & Brette 2010.

ClosedFormContinuousNeuron

Closed-form Continuous-depth (CfC) neuron. Hasani et al. 2022.

ComplementaryLIFNeuron

Complementary LIF — dual-path excitatory/inhibitory.

EnergyLIFNeuron

Energy-aware LIF — metabolic cost modulates gain. Sengupta et al. 2013.

EscapeRateNeuron

Escape-rate neuron — stochastic IF with exponential hazard. Gerstner 2000.

GatedLIFNeuron

Gated LIF — learnable decay and input gates.

InhibitoryLIFNeuron

Inhibitory LIF — LIF with self-inhibition trace.

IntegerQIFNeuron

Integer QIF — fixed-point quadratic IF for digital hardware.

KLIFNeuron

KLIF — learnable LIF with scaling factor k. Eshraghian et al. 2021.

MATNeuron

Multi-timescale Adaptive Threshold. Kobayashi et al. 2009.

NonResettingLIFNeuron

Non-resetting LIF with adaptive threshold. Brette 2004.

NonlinearLIFNeuron

Nonlinear LIF — cubic f-I curve with adaptation. Touboul & Brette 2008.

ParametricLIFNeuron

Parametric LIF — learnable decay via sigmoid(a). Fang et al. 2021.

PerfectIntegratorNeuron

Perfect integrator — no leak, pure capacitive charging.

QuadraticIFNeuron

Quadratic Integrate-and-Fire — canonical Type-I excitability. dv/dt = v² + I, reset at v_peak.

SFANeuron

Spike-Frequency Adaptation LIF. Benda & Herz 2003.

SigmaDeltaNeuron

Sigma-Delta neuron — first-order delta modulation.

ThetaNeuron

Theta neuron — Ermentrout & Kopell canonical form. dθ/dt = (1 - cosθ) + (1 + cosθ)·I, spike at θ crossing π.