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Why Do Tree-Based Models Still Outperform Deep Learning on Typical Tabular Data?

Léo Grinsztajn, Edouard Oyallon, Gaël Varoquaux

2022285 citationsDOI

Topics & Concepts

Deep learningArtificial intelligenceComputer scienceFeature (linguistics)Artificial neural networkMachine learningMargin (machine learning)Deep neural networksFocus (optics)Key (lock)Explainable Artificial Intelligence (XAI)Generative Adversarial Networks and Image SynthesisComputational and Text Analysis Methods