Jeonghwan Im

COSA: Context-aware Output-Space Adapter for Test-Time Adaptation in Time Series Forecasting

Deployed time-series forecasters suffer performance degradation under non-stationarity and distribution shifts. Test-time adaptation (TTA) for time-series forecasting differs from vision TTA because ground truth becomes observable shortly after prediction. Existing time-series TTA methods typically…