#mdl

2 pages

A Tutorial Introduction to the Minimum Description Length Principle

Grünwald's comprehensive guide to MDL for model selection and learning

Keeping Neural Networks Simple by Minimizing the Description Length of the Weights

Hinton's MDL approach to neural network regularization through noisy weights