CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks

Yulong Huang; Xiaopeng Lin; Hongwei Ren; Haotian Fu; Yue Zhou; Zunchang Liu; Biao Pan; Bojun Cheng

2024 ICML ICML 2024

CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks

Abstract

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Authors

Yulong Huang, Xiaopeng Lin, Hongwei Ren, Haotian Fu, Yue Zhou, Zunchang Liu, Biao Pan, Bojun Cheng

Topics

Machine Learning > Application Areas > Efficient Computing Deep Learning > Architectures > Neural Networks

Keywords

leaky integrate-and-fire neurons spiking neural network gradient vanishing surrogate gradient binary output complementary leaky integrate-and-fire neuron

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