The Premise Is the Problem: Exchangeability Failure in Self-Monitored Test-Time Adaptation

Modern forecasting models are often updated after deployment so they can respond to changing data. These updates can also make predictions worse, so practical systems need a reliable monitor that can detect harmful changes and trigger protection.