Some domain adaptation work has been done on dialog states tracking (Mrkšić et al., 2015) and dialog policy learning (Vlasov et al., 2018) as well.
there is no recent work about domain adaptation for a seq2seq dialog system, except ZSDG Zhao and Eskénazi (2018).