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Comparison of vanilla adversarial loss versus the squared adversarial loss on MNIST-to-USPS (top) and USPS-to-MNIST (bottom) UDA. We vary the probability of target users. For both UDA experiments, the SOTA central methods [23] can achieve over 98% accuracies. From left to right, the columns are target domain accuracies, classification losses and adversarial losses of target domain users.
