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Open access Oct 2026

LIF Spiking Networks with Temporal Self-Attention and a Spiking Convolutional Stem for Image Classification

We propose a simple and fully reproducible framework that integrates Spiking Neural Networks (SNNs) with self-attention for image classification on MNIST and Fashion-MNIST. Static images are converted into spike trains using Bernoulli/Poisson rate coding over  time steps and processed by Leaky Integrate-and-Fire (LIF)...

H. Nguyen, Loc Tran, Luong Anh Tuan Nguyen et al. · 0 citations

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