Module trivial 

Compatibility facade for simple integrate-and-fire variants.

Nineteen independent model implementations and their inherited tests live in bounded child modules while historical public re-exports remain unchanged.

Re-exports

pub use adaptive_threshold_if::AdaptiveThresholdIFNeuron;

Modules

adaptive_threshold_if

Exact constant-input relaxation for the composite reduced adaptive-threshold leaky integrate-and-fire neuron: leaky membrane relaxation, the a=0 Mihalas–Niebur threshold-decay limit, and the Platkiewicz–Brette fixed post-spike threshold shift.

closed_form_continuous 🔒

complementary_lif 🔒

energy_lif 🔒

escape_rate 🔒

gated_lif 🔒

inhibitory_lif 🔒

integer_qif 🔒

klif 🔒

mat 🔒

non_resetting_lif 🔒

nonlinear_lif 🔒

parametric_lif 🔒

perfect_integrator 🔒

quadratic_if 🔒

sfa 🔒

sigma_delta 🔒

stochastic_lif 🔒

theta 🔒

Structs

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

Wu et al. (2021) IQIF — piecewise-linear integer soma 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.

StochasticLIFNeuron

Stochastic LIF — LIF with Gaussian noise.

ThetaNeuron

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