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 is determined by the quality of their learned features. They should be invariant under irrelevant data variation but sensitive to task-re…