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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...

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Autori principali: Yuanzhao Zhang, Sean P. Cornelius
Natura: Artigo
Lingua:Inglês
Pubblicazione: American Physical Society 2023-09-01
Serie:Physical Review Research
Accesso online:http://doi.org/10.1103/PhysRevResearch.5.033213
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