NVIDIA open-sources Structured Data Models library unifying tabular foundation models in PyTorch

lmoroney · x · 2026-10-19

NVIDIA's new open-source Structured Data Models library puts pretrained foundation models for tabular, relational and time-series data — including TabICLv2, TabFM, KumoTabular and TimesFM3 — behind one PyTorch-compatible interface, with GPU preprocessing and an Apache 2.0 license. TabICLv2 works via in-context learning: pass labeled rows as context, get predictions with no training loop. Suggested experiment: benchmark it against your existing gradient-boosted-tree solutions.

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