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20222026
most citedExplaining Neural Networks without Access to Training Data

2 citations · 3 across the 8 of their papers we have counts for

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cs.LG2025

TabArena: A Living Benchmark for Machine Learning on Tabular Data

Nick Erickson, Lennart Purucker, Andrej Tschalzev +4

With the growing popularity of deep learning and foundation models for tabular data, the need for standardized and reliable benchmarks is higher than ever. However, current benchma…

cs.LG2025

Unreflected Use of Tabular Data Repositories Can Undermine Research Quality

Andrej Tschalzev, Lennart Purucker, Stefan Lüdtke +3

Data repositories have accumulated a large number of tabular datasets from various domains. Machine Learning researchers are actively using these datasets to evaluate novel approac…