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Chester Wringe, Susan Stepney, Martin A. Trefzer.
Restricted Reservoirs on Heterogeneous Timescales.

ICANN 2024, Lugano, Switzerland, Sept 2024, part X, LNCS 15025:168-183, Springer 2024

Abstract:

The Reservoir Computing model is one that is suited to computing with physical materials. However, the limitations of those materials can lead to low computational power. To address this, we plan to combine reservoirs operating on different timescales together to create a heterogeneous reservoir. We simulate this using a new multiple timescale ESN model. We also introduce “mock materials” so that future works may focus on combining different materials to study the effect. We benchmark our multi-timescale ESN on a multiple timescale problem, MSO.

doi:10.1007/978-3-031-72359-9_13

@inproceedings(Wringe:2024-ICANN,
  author = "Chester Wringe and Susan Stepney and Martin A. Trefzer",
  title = "Restricted Reservoirs on Heterogeneous Timescales",
  pages = "168-183",    
  doi = "10.1007/978-3-031-72359-9_13",
  crossref = "ICANN-2024"
)

@proceedings(ICANN-2024,
  title = "ICANN 2024, Lugano, Switzerland, Sept 2024, part X",
  booktitle = "ICANN 2024, Lugano, Switzerland, Sept 2024, part X",
  series = "LNCS",
  volume = 15025,
  publisher = "Springer",
  year = 2024
)