Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization

no code implementations • 22 Sep 2021 • Justus F. Hübotter, Pablo Lanillos, Jakub M. Tomczak

In the experiments, we show that applying regularization on membrane potential and spiking output successfully avoids both dead and bursting neurons and significantly decreases the reconstruction error of the spiking auto-encoder.

Image Reconstruction