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Consider an MLP architecture with one hidden layer where there are also direct weights from the inputs directly to the output units. Explain when such

Consider an MLP architecture with one hidden layer where there are also direct weights from the inputs directly to the output units. Explain when such a structure would be helpful and how it can be trained.

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