Search Results for author: Leo Grinsztajn

Found 3 papers, 1 papers with code

Why do tree-based models still outperform deep learning on typical tabular data?

1 code implementation NeurIPS 2022 Leo Grinsztajn, Edouard Oyallon, Gael Varoquaux

While deep learning has enabled tremendous progress on text and image datasets, its superiority on tabular data is not clear.

Benchmarking

Interpreting Neural Networks through the Polytope Lens

no code implementations22 Nov 2022 Sid Black, Lee Sharkey, Leo Grinsztajn, Eric Winsor, Dan Braun, Jacob Merizian, Kip Parker, Carlos Ramón Guevara, Beren Millidge, Gabriel Alfour, Connor Leahy

Previous mechanistic descriptions have used individual neurons or their linear combinations to understand the representations a network has learned.

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