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I mostly like very much the fact that you can train with binary weights, in contrast to previous works. Note that is FPGA section should be improved. It should be made more concrete (showing at least a diagram how the weights are placed and how the data are routed through the network. Specifically, how to route the convolutional layers) or removed.