The Anatomy and Boundary of Adaptation under Temporal Tabular Shift

Tianyu Wang, Xi Vincent Wang, Lihui Wang +2

Prequential adaptation of frozen tabular foundation models under temporal drift, with each label revealed only after prediction, helps some deployments and harms others, yet curren…