Other equally exciting papers that relates to learning to learn in DL.
"Neural Architecture Search with Reinforcement Learning"
https://arxiv.org/abs/1611.01578
"RL^2: Fast Reinforcement Learning via Slow Reinforcement Learning"
https://arxiv.org/abs/1611.02779
"Designing Neural Network Architectures using Reinforcement Learning"