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Shou-Yi Xu

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Open access Oct 2026

Classification of vertebral compression fractures using CT-based radiomics: a viable alternative to MRI

To evaluate whether CT-based machine learning models can accurately detect and differentiate fresh from old vertebral compression fractures (VCFs). From June 2018 to December 2024, patients with VCFs from two hospitals who underwent both CT and MRI within one week of each other were retrospectively enrolle...

Chun-Yi Liang, Ke Zhang, Yun-Fei Zhu et al. · 0 citations
#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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