51 citations · 138 across the 8 of their papers we have counts for
Showing 2022 · cs.NEShow all
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cs.NE2022★ 3 cited
Gradient-based Neuromorphic Learning on Dynamical RRAM Arrays
Peng Zhou, Jason K. Eshraghian, Dong-Uk Choi +2
We present MEMprop, the adoption of gradient-based learning to train fully memristive spiking neural networks (MSNNs). Our approach harnesses intrinsic device dynamics to trigger n…
cs.NE2022★ 18 cited
The fine line between dead neurons and sparsity in binarized spiking neural networks
Jason K. Eshraghian, Wei D. Lu
Spiking neural networks can compensate for quantization error by encoding information either in the temporal domain, or by processing discretized quantities in hidden states of hig…