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Bio-inspired computing has focused on neuron and synapses with great success.However, the connections between these, the dendrites, also play an importantrole. In this paper, we investigate the motivation for replicating dendriticcomputation and present a framework to guide future attempts in theirconstruction. The framework identifies key properties of the dendrites andpresents and example of dendritic computation in the task of soundlocalisation. We evaluate the impact of dendrites on an BiLSTM neural network'sperformance, finding that dendrite pre-processing reduce the size of networkrequired for a threshold performance.

Artificial Dendritic Computation: The case for dendrites in neuromorphic circuits