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I really don't recognize your publish. A single doesn't educate within the examination established, so not surprisingly It really is reasonable to believe that growing the amount of parameters will result in far more overfitting.
Experimental results are presented for many different types (LeNet, the two a scaled-down and a lot more regular sized VGG, and ResNet) to test the two elements of their hypothesis: training velocity
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Usually, the authors were persistently able to find subnetworks with privileged initialisations, so-referred to as successful tickets
Yip. I could not shift myself to kind the apparent: somebody replying to my comment won't identify regardless of whether I am "on subject".
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I was not mindful of it. I do think It can be talked about in the 2016 paper that popularised the expression, and I observed the date and went to browse it.
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A randomly-initialized, dense neural network contains a subnetwork that's initialized this sort of that - when skilled in isolation - it might match or exceed the examination precision of the initial network right after instruction for at most the identical variety of iterations.
This means which the pruned network architecture by by itself would not make sure a subnetwork is going to be a profitable ticket - the initialization And also the architecture sort the sucessful subnetwork.