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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…