High-Performance Temporal Reversible Spiking Neural Networks with $\mathcalO(L)$ Training Memory and $\mathcalO(1)$ Inference Cost

JiaKui Hu; Man Yao; Xuerui Qiu; Yuhong Chou; Yuxuan Cai; Ning Qiao; Yonghong Tian; Bo Xu; Guoqi Li

2024 ICML ICML 2024

High-Performance Temporal Reversible Spiking Neural Networks with O(L) Training Memory and O(1) Inference Cost

Abstract

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Authors

JiaKui Hu, Man Yao, Xuerui Qiu, Yuhong Chou, Yuxuan Cai, Ning Qiao, Yonghong Tian, Bo Xu, Guoqi Li

Topics

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

Keywords

spiking neural network residual connection training memory inference energy cost large-scale snns temporal reversible architecture

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