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cs.LG2021★ 21 cited
Your Classifier can Secretly Suffice Multi-Source Domain Adaptation
Naveen Venkat, Jogendra Nath Kundu, Durgesh Kumar Singh +2
Multi-Source Domain Adaptation (MSDA) deals with the transfer of task knowledge from multiple labeled source domains to an unlabeled target domain, under a domain-shift. Existing m…
cs.LG2020
Class-Incremental Domain Adaptation
Jogendra Nath Kundu, Rahul Mysore Venkatesh, Naveen Venkat +2
We introduce a practical Domain Adaptation (DA) paradigm called Class-Incremental Domain Adaptation (CIDA). Existing DA methods tackle domain-shift but are unsuitable for learning…