Hangchi Shen

Rethinking the Membrane Dynamics and Optimization Objectives of Spiking Neural Networks

Despite spiking neural networks (SNNs) have demonstrated notable energy efficiency across various fields, the limited firing patterns of spiking neurons within fixed time steps restrict the expression of information, which impedes further improvement of SNN performance. In addition, current implemen…