Advancing Direct Training for Spiking Neural Networks with Circulate-Firing Neurons and Learnable Gradients 事件

Advancing Direct Training for Spiking Neural Networks with Circulate-Firing Neurons and Learnable Gradients arXiv:2605.27412v1 Announce Type: cross Abstract: Spiking Neural Networks (SNNs) have emerged with promising energy-efficient property, yet a substantial performance gap persists compared to Artificial Neural Networks (ANNs). This gap stems from at least two key limitations: first, conventional spiking neurons offer limited information representation capacity, underutilizing the rich dyna