QB-LIF: Learnable-Scale Quantized Burst Neurons for Efficient SNNs

Dewei Bai, Hongxiang Peng, Jiajun Mei +4

Binary spike coding enables sparse and event-driven computation in spiking neural networks (SNNs), yet its 1-bit-per-timestep representation fundamentally limits information throug…