Gradient-Free Continual Learning in Spiking Neural Networks via Inter-Spike Interval Regularization

Samrendra Roy, Kazuma Kobayashi, Souvik Chakraborty +2

Continual learning, the ability to acquire new tasks sequentially without forgetting prior knowledge, is essential for deploying neural networks in dynamic real-world environments,…