A Note on Noisy Reservoir Computation

In this note we extend the definition of the Information Processing Capacity (IPC) by Dambre et al [1] to include the effects of stochastic reservoir dynamics. We quantify the degradation of the IPC in the presence of this noise. [1] Dambre et al. Scientific Reports 2, 514, (2012)

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Bibliographic Details
Main Authors Polloreno, Anthony M, Wang, Reuben R. W, Tezak, Nikolas A
Format Journal Article
LanguageEnglish
Published 21.02.2023
Subjects
Computer Science - Information Theory
Computer Science - Learning
Mathematics - Information Theory
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Summary:In this note we extend the definition of the Information Processing Capacity (IPC) by Dambre et al [1] to include the effects of stochastic reservoir dynamics. We quantify the degradation of the IPC in the presence of this noise. [1] Dambre et al. Scientific Reports 2, 514, (2012)
DOI:10.48550/arxiv.2302.10862