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Pruning convolutions in conv2 has substantial effect on accuracy but much less effect on convergence times the reverse is correct for completely-connected layers. When both are pruned in concert, the general network appears to inherit each sets of rewards. When pruned to amongst 16.two% and ten.%, typical accuracy increases by additional than 4 percentage points. Pruning the convolutional layers alone to 7.three% causes average accuracy to rise by 5.8 percentage points. By analyzing if 1 still obtains winning tickets when rewinding weights not to their original initialization. They compare random reinitialisation, reshuffling of kept weights and a continual initialisation.
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