Jacob Morra

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 …

Using Connectome Features to Constrain Echo State Networks

2023

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 investigate the impact of key connectome-derived structural features on …