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Preprint Oct 2026

A Time-Variant Spiking Neuron from a Unified State-Dynamics Perspective

Spiking neural networks (SNNs) have increasingly incorporated rich neuronal dynamics to enhance temporal processing. However, richer dynamics do not necessarily enable neurons to adapt how information is processed over time. To examine this issue systematically, we introduce a unified state-dynamics framework that char...

Jing Yang, Qian-Hui Liu, Gang Pan et al. · 0 citations

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