Yuan-Yuan Deng

Correction-space Cross-variate Interaction for Test-time Adaptation in Time Series Forecasting

This work identifies the \emph{interaction space} as a key design choice, and shows that acting on adapter corrections that refine backbone outputs, the \emph{correction space}, rather than on the predictions themselves, avoids directly propagating backbone errors across variates.