Reducing reservoir computer hyperparameter dependence by external timescale tailoring

Task specific hyperparameter tuning in reservoir computing is an open issue, and is of particular relevance for hardware implemented reservoirs. We investigate the influence of directly including externally controllable task specific timescales on the performance and hyperparameter sensitivity of re...

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Bibliographic Details
Main Authors: Lina Jaurigue, Kathy Lüdge
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:Neuromorphic Computing and Engineering
Subjects:
Online Access:https://doi.org/10.1088/2634-4386/ad1d32