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cs.LG 1

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2026 1

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TFM-Retouche: A Lightweight Input-Space Adapter for Tabular Foundation Models

cs.LG · 2026-05-07 · unverdicted · novelty 7.0 · 2 refs

TFM-Retouche is an architecture-agnostic input-space residual adapter that improves tabular foundation model accuracy on 51 datasets by learning input corrections through the frozen backbone, with an identity guard to fall back to the original model.

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  • TFM-Retouche: A Lightweight Input-Space Adapter for Tabular Foundation Models cs.LG · 2026-05-07 · unverdicted · none · ref 37 · 2 links

    TFM-Retouche is an architecture-agnostic input-space residual adapter that improves tabular foundation model accuracy on 51 datasets by learning input corrections through the frozen backbone, with an identity guard to fall back to the original model.