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Predictive Modeling in the Reservoir Kernel Motif Space
Rather surprisingly we show that even when linear readout is employed, our method has the capacity to outperform transformer models on univariate time series and attain competitive results on multivariate benchmark datasets.
Simple Cycle Reservoirs are Universal
Reservoir computation models form a subclass of recurrent neural networks with fixed non-trainable input and dynamic coupling weights.
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