Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks

Event-based machine learning promises more energy-efficient AI on future neuromorphic hardware. Here, we investigate how the recently discovered Eventprop algorithm for gradient descent on exact gradients in spiking neural networks (SNNs) can be scaled up to challenging keyword recognition benchmark...

Full description

Saved in:
Bibliographic Details
Main Authors: Thomas Nowotny, James P Turner, James C Knight
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Neuromorphic Computing and Engineering
Subjects:
Online Access:https://doi.org/10.1088/2634-4386/ada852
Tags: Add Tag
No Tags, Be the first to tag this record!