Model Patching: Closing the Subgroup Performance Gap with Data Augmentation

Karan Goel, Albert Gu, Yixuan Li +1

Classifiers in machine learning are often brittle when deployed. Particularly concerning are models with inconsistent performance on specific subgroups of a class, e.g., exhibiting…