Learnable Burst Quantization for Expressive and Efficient Spiking Neural Networks

Dewei Bai, Hongxiang Peng, Jiajun Mei +4

Binary spikes provide only two neuronal output states per timestep, limiting the response capacity of spiking neural networks (SNNs) under short simulation horizons. Burst neurons…