"Why did the Model Fail?": Attributing Model Performance Changes to Distribution Shifts

Haoran Zhang, Harvineet Singh, Marzyeh Ghassemi, Shalmali Joshi

Abstract: Machine learning models frequently experience performance drops under distribution shifts. The underlying cause of such shifts may be multiple simultaneous factors such as changes in data quality, ...