Improved readout design for reservoir computing

Develop and evaluate improved readout architectures for reservoir computing that enhance accuracy, robustness, and generalization while maintaining the paradigm’s simplicity and low training cost.

Background

Reservoir computing typically uses simple linear readouts (e.g., ridge regression). The authors emphasize uncertainty regarding optimal readout design, suggesting that advances here could bolster performance without sacrificing the computational advantages of RC, especially for physical implementations.