Wide tables offer tabular foundation models more evidence, but accessing it can exhaust their memory: full-width pairwise mixing grows quadratically with the number of columns, while feature selection makes inputs affordable by discarding evidence. We ask whether using more features requires interacting over all of the...
Tian Zhou, Beverly Jin, Xue Wang et al.· 0 citations
In-situ representation refinement is developed: support labels guide changes to the episode's representations, improving the information available to later queries, in a competitive, memory-efficient model.
Tian Zhou, Beverly Jin, Lin-Xiao Yang et al.· 0 citations
Inspired by recent progress in 3D reconstruction with 3D Gaussian Splatting, PredGS, a lightweight and plug-and-play adapter based on 2D Gaussian representation, which could be seamlessly integrated with existing pixel space predictors, significantly improving spatial detail preservation with negligible computational o...
Yujin Tang, Tian Zhou, Xin Lin et al.· arXiv.org· 0 citations
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