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Preprint Aug 2026

BASC : Behavior-Aligned Quantization and Pruning for Low-Bit Spiking Neural Networks

Extensive experiments on static and neuromorphic benchmarks show that lower-bit BASC models match or outperform higher-bit baselines and retain this accuracy advantage after structured pruning, while further reducing model storage and synaptic operations.

Linliang Chen, Yan Zhong, Xin Liu et al. · 0 citations