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Tong-Yi Zhang

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#machine learning Preprint Oct 2026

GIST: Generator-state-Informed Supervision for Tabular Foundation Models

Tabular foundation models (TFMs) based on prior-data fitted networks typically use sampled hard query labels, leaving avoidable sampling variability in pretraining. A key observation is that intermediate generator states can reveal label uncertainty beyond a sampled outcome. We propose Generator-state-Informed Supervis...

Zhang-Yang Peng, Jing-Ze Shi, Tong-Yi Zhang et al. · 0 citations

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