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Min-Kook Suh

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Book Open access Aug 2026

Efficient Piecewise-Linear Embeddings for Deep Tabular Regression by Guided Breakpoint Allocation

GBDT-Guided Piecewise-Linear (GGPL) embeddings are introduced, which leverage GBDTs to provide a strong data-driven prior for breakpoint placement and fine-tune these breakpoints via gradient descent, which establishes GGPL as an effective numerical embedding for deep tabular regression.

Min-Kook Suh, Moonjung Eo, Kyungeun Lee et al. · 0 citations
Preprint Aug 2026

EXAONE Tabular 1.0 : Technical Report

These results establish EXAONE Tabular as a state-of-the-art compact tabular foundation model family, combining strong predictive performance across classification, point regression, and probabilistic regression with an efficient model design.

Moonjung Eo, Min-Kook Suh, Hye-Seung Cho et al. · 1 citation

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