activity
20202025
most citedExploring the limits of multifunctionality across different reservoir computers

1 citations · 1 across the 4 of their papers we have counts for

collaborators

6 papers

math.DS2025

Confabulation dynamics in a reservoir computer: Filling in the gaps with untrained attractors

Jack O'Hagan, Andrew Keane, Andrew Flynn

Artificial Intelligence has advanced significantly in recent years thanks to innovations in the design and training of artificial neural networks (ANNs). Despite these advancements…

math.DS2024

Exploring the origins of switching dynamics in a multifunctional reservoir computer

Andrew Flynn, Andreas Amann

The concept of multifunctionality has enabled reservoir computers (RCs), a type of dynamical system that is typically realised as an artificial neural network, to reconstruct multi…

cs.LG2023

Multifunctionality in a Connectome-Based Reservoir Computer

Jacob Morra, Andrew Flynn, Andreas Amann +1

Multifunctionality describes the capacity for a neural network to perform multiple mutually exclusive tasks without altering its network connections; and is an emerging area of int…

math.DS2023

Seeing double with a multifunctional reservoir computer

Andrew Flynn, Vassilios A. Tsachouridis, Andreas Amann

Multifunctional biological neural networks exploit multistability in order to perform multiple tasks without changing any network properties. Enabling artificial neural networks (A…

cs.LG20221 cited

Exploring the limits of multifunctionality across different reservoir computers

Andrew Flynn, Oliver Heilmann, Daniel Köglmayr +3

Multifunctional neural networks are capable of performing more than one task without changing any network connections. In this paper we explore the performance of a continuous-time…

cs.NE2020

Multifunctionality in a Reservoir Computer

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…