A new discrepancy method improves efficiency and accuracy in unsupervised domain adaptation.
problem Measuring the difference between source and target domains without labeled target data.
method Source-guided discrepancy (S-disc) that uses source domain labels for efficient computation and tighter generalization bounds.
result S-disc provides a tighter generalization error bound than existing discrepancies.