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Zhong-Shen Wang

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#machine learning Preprint Oct 2026

When Does Depth Help? Understanding Layerwise Inference in Tabular Foundation Models

Transformer-based tabular foundation models (TFMs) achieve state-of-the-art performance on small to medium-sized tabular prediction tasks while processing diverse inputs through a shared stack of layers. Recent layerwise analyses identify strong predictive performance in early TFM representations and substantial overla...

Wen-Wen Gong, Hao-Tian Gu, Zhen Yang et al. · 0 citations

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