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If you take your money in a lump sum, you'll receive a single payment of $620,000—this is equal to the present cash value of the 30-year annuity. However, after taxes, you'll be left with only about $375,000. In fact, it's about one-third of the promised million dollars.
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That stated, the theorem can be effortlessly extended to any initialization which is a uniform distribution on some interval around zero, by properly scaling the network’s output. There is far less correlation amongst a weight’s worth in the random ticket and and in the full network . Snapshots of the distribution of weights in Resnet-18 at various iterations .
On the other hand, they propose to use warmup from tiny understanding rate to a significant one through pruning as nicely, which hinders the boosting effect as shown in the following experiments. Even so, most of them will either incur a great deal greater education cost or sacrifice robustness from the full model. On the contrary, our framework only needs comparable or even reduced training time than common adversarial coaching when getting equivalent/higher robust accuracy than the original complete network. We conduct comprehensive experiments to investigate the key variables affecting the performance of boosting tickets. Note that, for computational reasons, Resnet-50 and Inception-v3 are pruned applying 1-shot pruning, meaning the networks are pruned to the target sparsity all at once. All other networks are pruned employing iterative pruning, which means the networks are pruned by 20% soon after every iteration of IMP till they attain the target sparsity.
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