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Yes, you can do that, and it is a standard practice. One famous example is the "Inception" network architecture. To keep inner subnets from "dying out", several outputs from inner layers are extracted and passed into FC->Softmax. Then all the outputs are averaged in the loss function. From practical point of view, you won't be able to ...


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