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Active Learning for Domain Adaptation: An Energy-Based Approach

Active Learning for Domain Adaptation: An Energy-Based Approach

Unsupervised domain adaptation has recently emerged as an effective paradigm for generalizing deep neural networks to new target domains. However, there is still enormous potential to be tapped to reach the fully supervised performance. In this paper, we present a novel active learning strategy to assist knowledge transfer in the …