Beyond IID: How General Are Tabular Foundation Models, Really?

Beyond IID: How General Are Tabular Foundation Models, Really?

Tabular foundation models show varying performance across different data conditions, with traditional methods still outperforming newer approaches on complex, large-scale datasets.

Hugging Face · Daily Papers ·Lennart Purucker, Andrej Tschalzev · ·▲ 36 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Lennart Purucker, Andrej Tschalzev, Nick Erickson, Gioia Blayer, David Holzmüller, Alan Arazi

  • 36 upvotes da comunidade
  • Temas: tabular foundation models, predictive machine learning, benchmarking, Data Foundry, IID data, non-IID data

Resumo

Resumo original (em inglês), extraído do paper:

Tabular foundation models show varying performance across different data conditions, with traditional methods still outperforming newer approaches on complex, large-scale datasets.

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