Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation

Joshua Vendrow, Saachi Jain, Logan Engstrom +1

Distribution shift is a major source of failure for machine learning models. However, evaluating model reliability under distribution shift can be challenging, especially since it…