Show Me What You Don't Know: Efficient Sampling from Invariant Sets for Model Validation

Armand Rousselot, Joran Wendebourg, Ullrich Köthe

The performance of machine learning models depends on discovering features in the data that are relevant to solving the given task while ignoring irrelevant variation. To check and…