Are Artificial Dendrites useful in NeuroEvolution?

October 02, 2020 ยท Declared Dead ยท ๐Ÿ› Artificial Life

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Authors Larry Bull arXiv ID 2010.00918 Category cs.NE: Neural & Evolutionary Citations 1 Venue Artificial Life Last Checked 4 months ago
Abstract
The significant role of dendritic processing within neuronal networks has become increasingly clear. This letter explores the effects of including a simple dendrite-inspired mechanism into neuroevolution. The phenomenon of separate dendrite activation thresholds on connections is allowed to emerge under an evolutionary process. It is shown how such processing can be positively selected for, particularly for connections between the hidden and output layer, and increases performance.
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