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CIFAR-10 residual-network test error improves monotonically from 8.75% at 20 layers to a best-run 6.43% at 110 layers while parameter count rises from 0.27M to 1.7M; the much larger 1202-layer model reverses this trend at 7.93%. Table 6 also reports Maxout, NIN, DSN, FitNet, and Highway comparison results. · CiteArk