PTQ4SNN: Membrane-Aware Post-Training Quantization for Spiking Neural Networks.

arXiv:2608.07066v2 Announce Type: replace Abstract: Spiking neural networks (SNNs) enable sparse and event-driven computation, but their low-bit deployment remains incomplete because recurrent membrane states are commonly retained in floating point even after