arXiv cs.LG
· Papers
The Challenger: When Do New Data Sources Justify Switching Machine Learning Models?
arXiv:2512.18390v2 Announce Type: replace Abstract: Organizations often have an incumbent predictive model in production when new data sources become available. Because historical training data lack the new features, a challenger model must be trained on a small but growing full-feature dataset. We study whether, and w