Rethinking Reservoir Pruning: A Dynamical Perspective for Echo State Networks

Sudip Laudari, Puspa Raj Adhikari

Echo State Networks (ESNs) offer an efficient framework for temporal prediction, but their randomly initialized reservoirs are often over-parameterized and dynamically redundant. E…