output
20222026
most citedWhy do tree-based models still outperform deep learning on tabular data?

159 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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Showing 2023Show all

3 papers · 1 filter

stat.ML2023

Vectorizing string entries for data processing on tables: when are larger language models better?

Léo Grinsztajn, Edouard Oyallon, Myung Jun Kim +1

There are increasingly efficient data processing pipelines that work on vectors of numbers, for instance most machine learning models, or vector databases for fast similarity searc…

cs.CY2023

Deep Knowledge Tracing is an implicit dynamic multidimensional item response theory model

Jill-Jênn Vie, Hisashi Kashima

Knowledge tracing consists in predicting the performance of some students on new questions given their performance on previous questions, and can be a prior step to optimizing asse…

stat.ME2023★ 1 cited

Causal thinking for decision making on Electronic Health Records: why and how

Matthieu Doutreligne, Tristan Struja, Judith Abecassis +3

Accurate predictions, as with machine learning, may not suffice to provide optimal healthcare for every patient. Indeed, prediction can be driven by shortcuts in the data, such as…