They learn this mapping using labeled instances from the target domain to reduce the problem to a standard domain adaptation problem (Scenario 2).
this paper caters to multiple source domains with disparate label sets without assuming availability of any labeled data from the target domain or fine-to-coarse label mappings across domains.