Before revision:  We then propose an adaptive learning rate strategy  to enhance the training procedure of AdderNets according to the magnitude of each neuron's gradient. As a result, the proposed AdderNets can achieve  75.7\% Top-1 accuracy  92.3\% Top-5 accuracy using ResNet-50 on the ImageNet dataset without any multiplication in convolutional layer.
After revision:  We then propose an adaptive learning rate strategy to enhance the training procedure of AdderNets . AdderNets can achieve 75.7\% Top-1 accuracy 92.3\% Top-5 accuracy using ResNet-50 on the ImageNet dataset without any multiplication in convolutional layer.