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Preventing Activation Vanishing in Sparse Neural Network Training

(3/n) This motivated us to develop a parameterization that prevents activation vanishing due to sparsity. We need to ensure all 3 operations in a training step (forward, backward, and weight update) are controlled with respect to sparsity.

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