Abstract: Domain shift poses a significant challenge in speaker verification, especially in open-set scenarios where the speaker categories are disjoint between the source and target domains. To ...

Abstract: Open-set domain adaptation (OSDA) aims to transfer knowledge from a label-rich source domain to a label-scarce target domain while addressing disturbances from irrelevant target classes not ...