A neural network hidden unit with random fixed projection weights and two trained scale-and-shift parameters reaches accuracies close to fully trained layers on MNIST and FashionMNIST while using fewer trainable weights.
Scardapane and D Wang
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Half-Layered Neural Networks
A neural network hidden unit with random fixed projection weights and two trained scale-and-shift parameters reaches accuracies close to fully trained layers on MNIST and FashionMNIST while using fewer trainable weights.