Retrain, Alert, or Rollback? A Three-Response Decision Framework for Production ML Under Concept Drift

Ali Sadeghian, Alireza Shafaei, Hamid Hadibeik +1

When a deployed model degrades under concept drift, an operator can retrain it, raise an alert and monitor, or roll back. Yet most drift-adaptation methods consider only retraining…