2026
UniCA: Unified Covariate Adaptation for Time Series Foundation Model
ICLR 2026poster
Time Series Foundation Models (TSFMs) have achieved remarkable success through large-scale pretraining. However, their design primarily targets real-valued series, limiting their ability to handle general forecasting tasks involving diverse and often \emph{heterogeneous covariates}—such as categoric…