Paper
) in perhaps fewer teaching iterations. These large-accomplishing sub-networks can then be thought of as winners of the load initialization lottery. The hypothesis goes as follows:
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By evaluating diverse scoring actions to pick out which weights to mask. Maintaining the smallest trained weights, keeping the largest/smallest weights at initialisation, or the magnitude modify/motion in bodyweight Place.
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First, the weights and initialization of the neural network. A very powerful contribution on the get the job done of frankle et al. (frankle_lottery_2019) is that the convergence pace and testing performance of the community are really correlated While using the initialization means of the community, and the load resetting coverage restores the house of juvenile and Studying probable with the community exactly by resetting the network towards the initial weights immediately after pruning.
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This is an illustration of how lottery tickets have already been utilized to reveal properties of Understanding dynamics. Another far more fantastic-grained analysis of different Discovering phases is presented by the next paper:
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