David Uliel
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View article: Task Nuisance Filtration for Unsupervised Domain Adaptation
Task Nuisance Filtration for Unsupervised Domain Adaptation Open
In unsupervised domain adaptation (UDA) labeled data is available for one domain (Source Domain) which is generated according to some distribution, and unlabeled data is available for a second domain (Target Domain) which is generated from…
View article: An information-Theoretic Approach to Semi-supervised Transfer Learning
An information-Theoretic Approach to Semi-supervised Transfer Learning Open
Transfer learning is a valuable tool in deep learning as it allows propagating information from one "source dataset" to another "target dataset", especially in the case of a small number of training examples in the latter. Yet, discrepanci…