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Module trivial

sc_neurocore_engine::neurons

Module trivial 

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Compatibility facade for simple integrate-and-fire variants.

Re-exports§

pub use super::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 πŸ”’
complementary_lif πŸ”’
energy_lif πŸ”’
Source-faithful Fardet-Levina energy-based LIF.
escape_rate πŸ”’
gated_lif πŸ”’
inhibitory_lif πŸ”’
integer_qif πŸ”’
klif πŸ”’
mat πŸ”’
Source-faithful non-resetting MAT* adaptive-threshold neuron.
non_resetting_lif πŸ”’
Source-faithful Kobayashi MAT(1) non-resetting neuron.
nonlinear_lif πŸ”’
parametric_lif πŸ”’
perfect_integrator πŸ”’
quadratic_if πŸ”’
reexports πŸ”’
Public re-exports for the facade module.
sc_non_resetting_adaptive_lif πŸ”’
Retained SC exact-relaxation adaptive LIF recurrence.
sc_normalized_energy_lif πŸ”’
Retained normalized energy-gated exact-flow SC model.
sc_resetting_mat πŸ”’
Historical SC candidate-first RK4 adaptive-threshold model.
sc_sigma_delta_accumulator πŸ”’
Retained project bipolar sigma-delta accumulator.
sfa πŸ”’
sigma_delta πŸ”’
Sampled Yoon asynchronous pulse sigma-delta encoder.
stochastic_lif πŸ”’
theta πŸ”’

Structs§

ClosedFormContinuousNeuron
Closed-form Continuous-depth (CfC) neuron. Hasani et al. 2022.
ComplementaryLIFNeuron
Complementary LIF β€” dual-path excitatory/inhibitory.
EnergyLIFNeuron
Complete state and configuration for the authors’ Brian RK4 profile.
EscapeRateNeuron
Escape-rate neuron β€” stochastic IF with exponential hazard. Gerstner 2000.
GatedLIFNeuron
Gated LIF β€” learnable decay and input gates.
InhibitoryLIFNeuron
Inhibitory LIF β€” LIF with self-inhibition trace.
IntegerQIFNeuron
Wu et al. (2021) IQIF β€” piecewise-linear integer soma for digital hardware.
KLIFNeuron
KLIF β€” learnable LIF with scaling factor k. Eshraghian et al. 2021.
MATNeuron
Complete MAT* dynamic state and configuration.
NonResettingLIFNeuron
One-timescale MAT(1) state, configuration, and atomic transition.
NonlinearLIFNeuron
Nonlinear LIF β€” cubic f-I curve with adaptation. Touboul & Brette 2008.
ParametricLIFNeuron
Parametric LIF β€” learnable decay via sigmoid(a). Fang et al. 2021.
PerfectIntegratorNeuron
Profile-explicit perfect-integrator state used by the production engine.
QuadraticIFNeuron
Quadratic Integrate-and-Fire β€” canonical Type-I excitability. dv/dt = vΒ² + I, reset at v_peak.
SCNonResettingAdaptiveLIFNeuron
Historical project state and configuration formerly named NonResettingLIF.
SCNormalizedEnergyLIFNeuron
SCResettingMATNeuron
Complete state and configuration for the SC resetting-MAT recurrence.
SCSigmaDeltaAccumulatorNeuron
Historical one-event-per-sample project state.
SFANeuron
Spike-Frequency Adaptation LIF. Benda & Herz 2003.
SigmaDeltaNeuron
Integrating prefilter and local reconstruction-feedback state.
StochasticLIFNeuron
Stochastic LIF β€” LIF with Gaussian noise.
ThetaNeuron
Theta neuron β€” Ermentrout & Kopell canonical form. dΞΈ/dt = (1 - cosΞΈ) + (1 + cosΞΈ)Β·I, spike at ΞΈ crossing Ο€.