semantic_scholarProceedings of the International Conference on Neuromorphic Systems2026-08-04
A Neuromorphic Pipeline from Training to Hardware Deployment Using SLAYER
Karan P. Patel, Luke Whatley, Bryson Gullett, Jackson Mowry, Sree Nirmillo Biswash Tushar, Sk Hasibul Alam, et al.
TL;DR: This work presents a flexible, end-to-end workflow for the training, optimization, and deployment of SNNs across multiple neuromorphic hardware systems, with an emphasis on extensibility to future neuromorphic platforms.
Surrogate gradient methods have emerged as the dominant approach for enabling backpropagation for spiking neural networks (SNNs). However, many implementations are tightly coupled to target hardware platforms, constraining flexibility. In this work, we present a flexible, end-to-…