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James T. Wilson

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#machine learning Preprint Oct 2026

Test-Time Compute for Tabular Foundation Models: Mechanisms, Gains, and Limits

Which forms of test-time compute improve the predictions of strong pretrained tabular foundation models (TFMs)? We systematically study this along three axes: adaptation, aggregation, and context construction. Our evaluation spans modern TFMs across the TabArena benchmark, supplemented by experiments on wide and large-...

Kang-Hui Ning, Marin Bilos, James T. Wilson et al. · 0 citations

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