Lottery Winning 10129.05.2021
In each circumstances, iterative pruning with late resetting successfully recovers winning tickets. For Resnet-18, these winning tickets surpass the accuracy of the original network, unlike these found with warmup. When randomly reinitialized, the winning tickets match the poor performance of these networks whose weights have 파워볼 been reset to iteration . This pruning-based heuristic for locating winning tickets is brittle when applied to deeper networks. Figure2 presents the benefits of performing iterative pruning on VGG19 and Resnet-18 for CIFAR10. When education the network with standard hyperparameters , no winning tickets are located .
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All I am saying is that since we’re no longer compute-bound, I’d like to see more major-picture thinking. We’re so obsessed with having 99% accuracy on some pattern-matching test that we totally miss other possibilities, like in this case that productive subnetworks can evolve within a bigger method of networks. If you nevertheless have your experiments set up, just try negating your input to the network and initialize randomly. The accuracies observed will be indistinguishable from employing your variant. The network is not the similar but the training process yields a sample from the very same distribution.
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