Firing Rate Models

Population Rate Models

FHN	FitzHugh-Nagumo system used in [1]_.
FeedbackFHN	FitzHugh-Nagumo model with recurrent neural feedback.
QIF	A mean-field model of a quadratic integrate-and-fire neuron population.
StuartLandauOscillator	Stuart-Landau model with Hopf bifurcation.
WilsonCowanModel	Wilson-Cowan population model.
ThresholdLinearModel	A threshold linear rate model.

Artificial Recurrent Layers

RNNCell	Basic fully-connected RNN core.
GRUCell	Gated Recurrent Unit.
LSTMCell	Long short-term memory (LSTM) RNN core.
Conv1dLSTMCell	1-D convolutional LSTM.
Conv2dLSTMCell	2-D convolutional LSTM.
Conv3dLSTMCell	3-D convolutional LSTM.

Reservoir Computing Models

NVAR	Nonlinear vector auto-regression (NVAR) node.
Reservoir	Reservoir node, a pool of leaky-integrator neurons with random recurrent connections [1]_.