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IMP subnetworks of Resnet-20, VGG-16, and Resnet-50 become stable at about iteration 500 (.8% into coaching), iteration 1000 (1.six%), and epoch four (four.4%). Stability and accuracy of these sparse IMP subnetworks continue to correlate.

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Moreover, it distinguishes recognized cases where IMP succeeds and fails to come across a matching subnetwork namely, IMP subnetworks are only matching when they are steady. It also enables us to identify new scenarios where sparse, matching subnetworks emerge early in coaching in extra challenging settings, like Resnet-50 and Inception-v3 on ImageNet. In undertaking so, our results demonstrate that instability evaluation is a useful scientific tool for investigating the behavior of neural networks. We locate that IMP subnetworks are matching only when they are steady. In instances exactly where IMP subnetworks are unstable at initialization, they become stable and matching early in instruction.

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