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The “lottery ticket hypothesis” has showed the existence of such sparse subnetworks at initialization. Offered a completely-connected initialized architecture, our aim is to locate such “winning ticket” networks, without having any education data. We first show the advantages of forming input-output paths, over pruning person connections, to stay away from bottlenecks in gradient propagation. Then, we show that Paths with Larger Edge-Weights at initialization have larger loss gradient magnitude, resulting in much more effective education.
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