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On CIFAR-10, deeper plain networks show higher training error as depth increases, including plain-56 versus plain-20, whereas residual networks overcome this optimization difficulty and gain accuracy from depths 20 through 56. The plain-110 error is reported as above 60% and is omitted from the plot. · CiteArk