Hyperparameter:
Random Search for Hyper-Parameter Optimization
https://jmlr.csail.mit.edu/papers/volume13/bergstra12a/bergstra12a.pdf
Towards an Empirical Foundation for Assessing Bayesian Optimization of Hyperparameters
https://www.cs.ubc.ca/~hoos/Publ/EggEtAl13.pdf
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization
https://arxiv.org/abs/1603.06560v4



NAS:
Neural Architecture Search with Reinforcement Learning
https://arxiv.org/pdf/1611.01578.pdf
Efficient Neural Architecture Search via Parameter Sharing
https://arxiv.org/pdf/1802.03268.pdf
Auto-Keras: An Efficient Neural Architecture Search System 
https://arxiv.org/pdf/1806.10282.pdf
Regularized Evolution for Image Classifier Architecture Search
https://arxiv.org/pdf/1802.01548.pdf
Efficient Architecture Search by Network Transformation
https://arxiv.org/pdf/1707.04873.pdf