Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity

Wanjin Feng; Xingyu Gao; Wenqian Du; Hailong Shi; Peilin Zhao; Pengcheng Wu; Chunyan Miao

2025 ICML ICML 2025

Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity

Abstract

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Authors

Wanjin Feng, Xingyu Gao, Wenqian Du, Hailong Shi, Peilin Zhao, Pengcheng Wu, Chunyan Miao

Topics

Machine Learning > Application Areas > Efficient Computing Deep Learning > Optimization & Theory > Efficient Computing

Keywords

convergence analysis time complexity spiking neural network fixed-point iteration parallel training leaky integrate-and-fire

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