Random Spiking Neural Networks are Stable and Spectrally Simple

arXiv — cs.LGTuesday, November 4, 2025 at 5:00:00 AM
Recent research highlights the stability and simplicity of spiking neural networks (SNNs), which are gaining attention for their energy-efficient computation capabilities. This study delves into the theoretical aspects of SNNs, particularly their noise sensitivity and robustness in classification tasks, offering valuable insights into their potential applications.
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