Kaige Geng

Optimization Method for Surrogate Function in Spiking Neural Networks Based on Membrane Potential Distribution

Spiking Neural Networks (SNNs) offer promising energy efficiency and temporal sparsity for edge intelligence, but their training remains difficult due to gradient mismatch, membrane potential drift, and discretization errors. In this paper, we propose a membrane potential-guided surrogate optimizati