3 papers
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…
cs.LG2022
Using Connectome Features to Constrain Echo State Networks
Jacob Morra, Mark Daley
We report an improvement to the conventional Echo State Network (ESN) across three benchmark chaotic time-series prediction tasks using fruit fly connectome data alone. We also inv…
cs.NE2022
Imposing Connectome-Derived Topology on an Echo State Network
Jacob Morra, Mark Daley
Can connectome-derived constraints inform computation? In this paper we investigate the contribution of a fruit fly connectome's topology on the performance of an Echo State Networ…