Catch-22s of reservoir computing
Reservoir computing (RC) is a simple and efficient model-free framework for forecasting the behavior of nonlinear dynamical systems from data. Here, we show that there exist commonly-studied systems for which leading RC frameworks struggle to learn the dynamics unless key information about the under...
Main Authors: | , |
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Format: | Article |
Language: | English |
Published: |
American Physical Society
2023-09-01
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Series: | Physical Review Research |
Online Access: | http://doi.org/10.1103/PhysRevResearch.5.033213 |