TabPFN, a tabular foundation model, outperformed PLSR, Cubist, Random Forest, and CNN on 85 soil spectroscopy regression tasks, with PLS-compressed features giving the best results.
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From field-scale to large-scale spectral libraries: Tabular foundation models in soil spectroscopy
TabPFN, a tabular foundation model, outperformed PLSR, Cubist, Random Forest, and CNN on 85 soil spectroscopy regression tasks, with PLS-compressed features giving the best results.