activity
20202024
most citedMultifunctionality in a Reservoir Computer

44 citations · 66 across the 7 of their papers we have counts for

collaborators

7 papers

nlin.AO2024★ 1 cited

Synchronization cluster bursting in adaptive oscillators networks

Mengke Wei, Andreas Amann, Oleksandr Burylko +3

Adaptive dynamical networks are ubiquitous in real-world systems. This paper aims to explore the synchronization dynamics in networks of adaptive oscillators based on a paradigmati…

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.LG2022★ 1 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…

math.DS2021★ 20 cited

Dynamics of targeted ransomware negotiation

Pierce Ryan, John Fokker, Sorcha Healy +1

In this paper, we consider how the development of targeted ransomware has affected the dynamics of ransomware negotiations to better understand how to respond to ransomware attacks…

cs.NE2020★ 44 cited

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…