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In light of the lottery ticket hypothesis, one interpretation of this location of function is that there exist compact subnetworks within overparameterized networks that can train to the same accuracy. It is worth exploring no matter if SGD seeks out a winning ticket or an additional wide variety of low-dimension representation in the course of optimization. Studying the emergence of low-dimensional structures that are stable to pruning supplies a starting point for this direction.
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They never need to have to be explicitly flipped, it's not a "correction" in that sense. As long as you only have this kind of modules and regular non-residual ReLU layers, it will be equivalent. The net is not equivalent but if you include things like the random init in your analysis, then you can see there will be a bijection. If you put a sign-flipped totally conn layer and a softmax on this the outcome will be the identical.

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Just before the lottery ticket hypothesis4 , the shared opinion was that pruned architectures have been harder to train from scratch. Now, the LTH states that certain subnetworks can be educated to match or even outperform the accuracy of the original, unpruned network. The crucial idea is to iteratively train a network and prune its parameters till 파워볼분석기 only a little fraction of parameters are remaining. In every single iteration, the surviving weights are reset to their values at initialization. The resulting subnetwork can then be educated in comparable time to match the accuracy the accuracy of original network.