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Winning tickets pruned by up to 83% surpass the accuracy of the unpruned SGD-educated network randomly-reinitialized controls comply with the usual pattern. Interestingly, the SGD-educated winning tickets outperform the momentum-trained network by up to four.5 percentage points (26.four% pruning) just before the initial mastering price change . Figure 3 shows the results of iteratively pruning by 20% per iteration . Iteratively-pruned winning tickets converge quicker and attain higher accuracy at smaller network sizes than a single-shot pruned networks. Convergence instances flatten when pruned down to in between 41% (38% faster than the original network) and 21% (33% more rapidly). The typical winning ticket returns to the original convergence time when pruned to 2.9% and the original accuracy when pruned to 3.six%.
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