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In this section, we briefly examine the winning ticket initializations resulting from iteratively pruning fully-connected networks trained on MNIST. Figure 7 shows the winning ticket initializations at four levels of pruning. The left graph contains the initial truncated normal distribution of weights in the unpruned network.
Figure 2 shows the train error and test error when linearly interpolating amongst the minima identified by these copies. With the exception of Lenet on MNIST, none of the networks we study are steady at initialization. In truth, each training and test error rise to the point of random guessing when linearly interpolating involving the minima identified beneath various information orders. Lenet’s error does rise slightly, but the raise is a small fraction of a percentage point. We conclude that, in general, bigger-scale image classification networks are not stable at initialization.
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In performing so, we make a new connection in between the lottery ticket hypothesis and the optimization dynamics of neural networks. Sadly, in additional difficult settings, there is no empirical proof that the lottery ticket hypothesis holds. We show that one of the important challenges encountered by the lottery ticket pruning regime on larger networks at larger 동행복권 mastering rates can be overcome by resetting pruned networks to their weights just just after initialization . This method, which we term late resetting, makes it achievable to come across modest, trainable subnetworks for Resnet-50 on ImageNet.

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Our central locating is that, although the accuracy of complete networks in Section 3 appears unaffected by instability, the sparsest IMP subnetworks are matching only when they are steady. In other words, when SGD noise is enough to modify the minimum that an IMP network finds , test accuracy is reduce. Randomly reinitialized and randomly pruned subnetworks are normally both unstable and non-matching at all sparsity levels we think about. shows the effect of late resetting on one particular-shot pruning’s potential to come across winning tickets. Devoid of late resetting, we are unable to uncover winning tickets even with 70% of the original network remaining, matching the findings of Liu et al. and Gale et al. . Devoid of late resetting, the network performs identically to when randomly reinitialized .

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