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Sparsity, SpectralRadius -> SparseWeightMatrix
Generate a highly sparse, scaled weight matrix satisfying a target spectral radius to guarantee the Echo State Property.
Problem it solves
Dense recurrent weights are computationally heavy and may fail to exhibit fading memory if not scaled properly.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.