Xiao and Guo (2013) induce word embeddings across multiple domains, and concatenate these representations into a single feature vector for labeled instances in each domain, following EasyAdapt (Daumé III, 2007).
they do not apply this idea to unsupervised domain adaptation, and do not work in the structured feature setting that we consider here.