SSNs can be trained with approximate back-propagation algorithms. This one shows how to do it event-based, real-time, embedded without using a single multiplication. Check it out here:
Abstract: An ongoing challenge in neuromorphic computing is to devise general and computationally efficient models of…arxiv.org
We have a digital platform for this for the moment, but mixed signal would work too.