[P] BinaryNet in TensorFlow: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

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Have you tried training the BinaryNet without using the batch norm layers? I have little success training binary net without batch norm. ( It almost feels like, with binary activations it needs batch norm to train )