Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference

1 code implementation • 21 Jun 2023 • Boyan Li, Luziwei Leng, Shuaijie Shen, Kaixuan Zhang, JianGuo Zhang, Jianxing Liao, Ran Cheng

As a result, we establish an efficient multi-stage spiking MLP network that blends effectively global receptive fields with local feature extraction for comprehensive spike-based computation.

Image Classification

Auto-Spikformer: Spikformer Architecture Search

no code implementations • 1 Jun 2023 • Kaiwei Che, Zhaokun Zhou, Zhengyu Ma, Wei Fang, Yanqi Chen, Shuaijie Shen, Li Yuan, Yonghong Tian

The integration of self-attention mechanisms into Spiking Neural Networks (SNNs) has garnered considerable interest in the realm of advanced deep learning, primarily due to their biological properties.