Generalization and Regularization
Slides
Problems
PAC-Bayes Tutorial
The Alexnet Paper Demonstraing Dropout (2012)
The Journal Dropout Reference (2014)
Effective Dropout for RNNs (2015)
Paper on Over-Parameterization (2017)
Non-Vacuous PAC-Bayes Bounds (2017)
Non-Vacuous PAC-Bayes Bounds at ImageNet Scale (2018)
Double Descent Paper (2019)
Follow-up Double Descent Paper (2020)