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Further pruning causes convergence occasions and accuracy to degrade. For the initial few pruning actions, convergence instances reduce and accuracy increases . A winning ticket comprising 90% of the weights from the original network converges more quickly than the original network but slower than when pruned to 75%. This pattern continues till 55%, right 파워볼 after which convergence instances flatten and, following 35%, boost . When pruned to between ten% and 15%, a winning ticket regresses to the overall performance of the original network. We show that winning tickets at moderate levels of pruning converge in fewer iterations and attain larger accuracy than the original network.
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Appendix E L2 Distances For Sparse Networks
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We repeated the random reinitialization trial from Section two . The controls again take longer to converge upon continued pruning. The handle networks initially match the accuracy of the original network accuracy drops off precipitously when five.five% and 22.7% (conv4—convergence takes longer than allotted education time) of weights stay. The corresponding winning tickets keep their accuracy till 1.two% and 1.9% .
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