no code implementations • 2 Jun 2023 • Jacob Morra, Andrew Flynn, Andreas Amann, Mark Daley
Compared to the widely-used Erd\"os-Renyi Reservoir Computer (ERRC), we report that the FFRC exhibits a greater capacity for multifunctionality; is multifunctional across a broader hyperparameter range; and solves the seeing double problem far beyond the previously observed spectral radius limit, wherein the ERRC's dynamics become chaotic.
no code implementations • 9 May 2023 • Andrew Flynn, Vassilios A. Tsachouridis, Andreas Amann
Multifunctional biological neural networks exploit multistability in order to perform multiple tasks without changing any network properties.
no code implementations • 23 May 2022 • Andrew Flynn, Oliver Heilmann, Daniel Köglmayr, Vassilios A. Tsachouridis, Christoph Räth, Andreas Amann
Multifunctional neural networks are capable of performing more than one task without changing any network connections.
no code implementations • 10 Aug 2020 • Andrew Flynn, Vassilios A. Tsachouridis, Andreas Amann
Multifunctionality is a well observed phenomenological feature of biological neural networks and considered to be of fundamental importance to the survival of certain species over time.
