On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor

Kenneth Stewart, Garrick Orchard, Sumit Bam Shrestha +1

Recent work suggests that synaptic plasticity dynamics in biological models of neurons and neuromorphic hardware are compatible with gradient-based learning (Neftci et al., 2019).…