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[This corrects the article DOI 10.3389/fnins.2019.00423.]. Copyright © 2020 Bubbico, Chiacchiaretta, Parenti, di Marco, Panara, Sepede, Ferretti and Perrucci.Spiking neural networks (SNNs) are the third generation of neural networks and can explore both rate and temporal coding for energy-efficient event-driven computation. However, the decision accuracy of existing SNN designs is contingent upon processing a large number of spikes over a long period. Nevertheless, the switching power of SNN hardware accelerators is proportional to the nu
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