Andrew Flynn

Multifunctionality in a Connectome-Based Reservoir Computer

2023 · arXiv (Cornell University)

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 interest in the reservoir computing machine learning paradigm. Multifunctionality has …

Seeing double with a multifunctional reservoir computer

2023 · Chaos An Interdisciplinary Journal of Nonlinear Science

Multifunctional biological neural networks exploit multistability in order to perform multiple tasks without changing any network properties. Enabling artificial neural networks (ANNs) to obtain certain multistabilities in order to perform several tasks, where each task …