One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic Networks

Inspired by neuronal diversity in the biological neural system, a plethora of studies proposed to design novel types of artificial neurons and introduce neuronal diversity into artificial neural networks. Recently proposed quadratic neuron, which replaces the inner-product operation in conventional...

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Veröffentlicht in:arXiv.org 2023-03
Hauptverfasser: Feng-Lei, Fan, Hang-Cheng, Dong, Wu, Zhongming, Ruan, Lecheng, Zeng, Tieyong, Cui, Yiming, Jing-Xiao Liao
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Sprache:eng
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