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Epistemic position: The thread of exploration I’m examining below is contentious in past times so I count on for making updates dependant on the remarks.

You often use the term dense, and sometimes I do not recognize when you necessarily mean a fully related layer or an unpruned (totally connected or convolutional) layer. Could you explain it for all occurrences where by it would be unclear?

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Initialization may well perfectly be important, but the principle position of initialization is to start out in certain not-wholly-crazy part of the loss landscape, and then the optimization algorithm does the real work.

: Though IMP remains in the position to generate steady networks at significant sparsity, the resulting networks are now not matching.

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For which $k$ does the network then develop into stable? Trivially, Here is the scenario for $k=T$, but what about previously kinds? As it turns out This is certainly associated with read here the iteration to which we really need to rewind to be able to get hold of a matching ticket initialisation.

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