Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks

We present a Spiking Neural Network (SNN) model that incorporates learnable synaptic delays through two approaches: per-synapse delay learning via Dilated Convolutions with Learnable Spacings (DCLS) and a dynamic pruning strategy that also serves as a form of delay learning. In the latter approach,...

Full description

Bibliographic Details
Main Authors: Balázs Mészáros, James C. Knight, Thomas Nowotny
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Computational Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fncom.2024.1460309/full