Convex Optimization of Spiking Neural Networks with Global and Approximation Guarantees

Himanshu Udupi, Xiaocong Yang, Calvin Ang +2

Spiking neural networks (SNNs) have been proposed as energy-efficient alternatives to deep neural networks. Their training is non-convex and involves a non-differentiable spike fun…