Sparse by Rule: Probability-Based N:M Pruning for Spiking Neural Networks

Shuhan Ye, Yi Yu, Qixin Zhang +4

Brain-inspired Spiking neural networks (SNNs) promise energy-efficient intelligence via event-driven, sparse computation, but deeper architectures inflate parameters and computatio…