arxivstat.MLcs.LG2026-07-17
Retraining Seeks Stable Signals
Predictive models deployed at scale influence future data, a phenomenon called performativity. And there is always one way to cope: Train the model on new data, deploy it again, and repeat. This process, called retraining or repeated risk minimization, creates a feedback loop bet…