CURE is a context management policy using entropy-gated admission and redundancy-aware eviction that delivers up to 27% relative improvement over classical stream learners on seven streams while remaining robust across TFM backbones.
The near-future feature distribution is P + t,X = 1 h X s∈H+ t Ps,X ,H + t ={t+ 1,
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Bounded Context Management for Tabular Foundation Models on Stream Learning
CURE is a context management policy using entropy-gated admission and redundancy-aware eviction that delivers up to 27% relative improvement over classical stream learners on seven streams while remaining robust across TFM backbones.