Abstract: Highlights•We study a challenging but realistic setting that the target domain data are limited.•We propose a novel method which generates and contrasts augmented features.•Extensive experiments demonstrate the superiority of our method.•Our method can be extended to the vanilla UDA setting and is verified to work well.
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