Regularization
Slides
Paper on Over-Parameterization
The Alexnet Paper Demonstraing Dropout (2012)
The Journal Dropout Reference (2014)
Effective Dropout for RNNs (2015)
A paper describing exhaustive hyper-parameter search
Blog post arguing for random sampling of hyper-parameters
PAC-Bayes Tutorial
A Paper on computing PAC-Bayes bounds in practice (2017)