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starting off with networks that contains 10 hidden units that were ultimately pruned down (in two unit increments)
However, generally speaking, the control experiments show that winning tickets arise from a combination of initialization and construction; neither
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levels.111We outline convergence as the moment at which the a thousand-iteration shifting common of take a look at loss adjusted by
Each individual curve is the normal of five trials. Percents tend to be the portion of weights remaining in Every single layer
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that education succeeds each time a A great deal smaller sized neural community with two concealed units can depict the XOR functionality beautifully? According to the lottery ticket hypothesis, profitable networks with a lot of parameters (e.g., the XOR community with ten concealed models) should really comprise winning tickets
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earlier mentioned which There may be insignificant gain in accuracy, plus the community enjoys a greatest amount of pruning at this value of k
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