A small tanh reservoir with very weak coupling and minimal nonlinearity solves nonlinear classification tasks, with accuracy peaking at the edges of chaos under stronger coupling.
Universality and individuality in neural dynamics across large populations of recurrent networks
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Nonlinear Neural Dynamics and Classification Accuracy in Reservoir Computing
A small tanh reservoir with very weak coupling and minimal nonlinearity solves nonlinear classification tasks, with accuracy peaking at the edges of chaos under stronger coupling.