NVIDIA's open-source SDM library unifies tabular foundation models

pandeyparul · x · 2026-10-12

NVIDIA's Kumo Tabular currently tops the TabArena leaderboard by Elo, released alongside the open-source structured-data-models (SDM) library. SDM is a GPU-native Python library that brings different tabular foundation model families into one modular codebase: TableTensor converts single or related tables into PyTorch tensors preserving column names/types, GPU-accelerated Recipes handle per-model pre/post-processing, and a shared ModelSuite interface runs models like TabICLv2 and KumoTabular. A Kaggle notebook demonstrates setup.

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