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  • title: Biologically Inspired Dynamic Thresholds for Spiking Neural Networks
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            Biologically Inspired Dynamic Thresholds for Spiking Neural Networks
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            Biologically Inspired Dynamic Thresholds for Spiking Neural Networks

            Nov 28, 2022

            Speakers

            JD

            Jianchuan Ding

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            BD

            Bo Dong

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            FH

            Felix Heide

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            About

            The dynamic membrane potential threshold, as one of the essential properties of a biological neuron, is a spontaneous regulation mechanism that maintains neuronal homeostasis, the constant overall spiking firing rate of a neuron. As such, the neuron firing rate is regulated by a dynamic spiking threshold, which has been extensively studied in biology. Existing work in the machine learning community does not employ bioplausible spiking threshold schemes. This work aims at bridging this gap by int…

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