Dendritic models using Perforated Backpropagation reach 0.933 test accuracy with 1500 parameters on keyword spotting, beating a baseline of 0.921 accuracy that needs roughly 4000 parameters.
30 years of adaptive neural networks: perceptron, madaline, and backpropagation.Proceedings of the IEEE, 78:1415–1442, 1990
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Perforated Neural Networks for Keyword Spotting
Dendritic models using Perforated Backpropagation reach 0.933 test accuracy with 1500 parameters on keyword spotting, beating a baseline of 0.921 accuracy that needs roughly 4000 parameters.