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In\nthis paper, we analyze the propagation formulations behind the residual\nbuilding blocks, which suggest that the forward and backward signals can be\ndirectly propagated from one block to any other block, when using identity\nmappings as the skip connections and after-addition activation. A series of\nablation experiments support the importance of these identity mappings. This\nmotivates us to propose a new residual unit, which makes training easier and\nimproves generalization. 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