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Research arXiv

Variance-reduced Domain Adaptation using Paired Sampling

Correlation alignment and the maximum mean discrepancy are two widely used distribution-matching frameworks for unsupervised domain adaptation (UDA). However, high variance in these losses has been shown to undermine their effectiveness in minibatch…

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