These approaches have been applied in machine translation (van der Wees et al., 2017), language models (Moore and Lewis, 2010; Duh et al., 2013), dependency parsing (Søgaard, 2011), etc.
ruder and Plank (2017) used Bayesian optimization to select relevant training instances for transfer learning, and Tsvetkov et al.