All models are wrong, some are useful: Model Selection with Limited Labels

Patrik Okanovic, Andreas Kirsch, Jannes Kasper +3

We introduce MODEL SELECTOR, a framework for label-efficient selection of pretrained classifiers. Given a pool of unlabeled target data, MODEL SELECTOR samples a small subset of hi…