Error Amplification When Updating Deployed Machine Learning Models

George-Alexandru Adam, Chun-Hao Kingsley Chang, Benjamin Haibe-Kains, Anna Goldenberg

Abstract: As machine learning (ML) shows vast potential in real world applications, the number of deployed models has been increasing substantially, but little attention has been devoted to validating/improv...