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I think the answer to your question is much more a rule of thumb than an appropriate analytical answer. First of all, I would like to remark that Batch Normalization [1] are applied most commonly to convolutional layer, constituting what is called a "convolutional block" (Convolution + Batch Normalization + Activation). Thus, for giving you an idea ...

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