Frozen Backpropagation: Relaxing Weight Symmetry in Deep Spiking Neural Networks

Gaspard Goupy, Pierre Tirilly, Ioan Marius Bilasco

Direct training of Spiking Neural Networks (SNNs) on neuromorphic hardware can greatly reduce energy costs compared to GPU-based training. However, implementing Backpropagation (BP…