An embedded FPGA accelerator for the BCPNN brain-like network enables online learning and inference on edge devices with up to 17.5x speedup and 94% energy savings over an ARM core.
Unsupervised representa- tion learningwith Hebbian synaptic and structural plasticity inbrain-like feedforward neural networks,
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Embedded FPGA Acceleration of Brain-Like Neural Networks: Online Learning to Scalable Inference
An embedded FPGA accelerator for the BCPNN brain-like network enables online learning and inference on edge devices with up to 17.5x speedup and 94% energy savings over an ARM core.