MARTIN TREFZER

Sliding-window training on readout layer enhances liquid state machines for temporal prediction

Abstract Temporal prediction is essential in scientific and engineering problems, particularly for low-power online inference. Reservoir computing is attractive because a fixed recurrent system maps inputs into a high-dimensional state decoded by a simple readout. Liquid state ma...