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TimeSeriesBatch -> FeatureMatrix
Transform a history of time-delay inputs into a high-dimensional feature vector using polynomial combinations, bypassing the physical recurrent reservoir.
Problem it solves
Recurrent reservoirs are computationally expensive and introduce stochasticity; explicit polynomial delay features are deterministic and highly efficient.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.