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Extension of Direct Feedback Alignment to Convolutional and Recurrent Neural Network for Bio-plausible Deep Learning
Even though the DFA algorithm is biologically plausible and has a potential of high-speed training, it has not been considered as the substitute for back-propagation (BP) due to the low accuracy in the CNN and RNN training.
Efficient Convolutional Neural Network Training with Direct Feedback Alignment
One of them was direct feedback alignment (DFA), but it showed low training performance especially for the convolutional neural network (CNN).
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