regularization cocktail
Well-tunedSimpleNetsExcelon TabularDatasets
Weempirically assess theimpact oftheseregularization cocktailsforMLPs ina large-scale empirical study comprising 40 tabular datasets and demonstrate that (i) well-regularized plain MLPs significantly outperform recent state-of-the-art specialized neural network architectures, and (ii) they even outperform strong traditionalMLmethods,suchasXGBoost.
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- Europe > Germany > Baden-Württemberg > Freiburg (0.04)
- North America > United States (0.04)
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- Europe > Germany > Baden-Württemberg > Freiburg (0.05)
- South America > Paraguay > Asunción > Asunción (0.04)
- North America > United States (0.04)
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- Research Report > Experimental Study (0.68)
- Research Report > New Finding (0.46)
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Well-tuned Simple Nets Excel on Tabular Datasets
Tabular datasets are the last "unconquered castle" for deep learning, with traditional
Country:
- Europe > Germany > Baden-Württemberg > Freiburg (0.04)
- South America > Paraguay > Asunción > Asunción (0.04)
- North America > United States (0.04)
Genre:
- Research Report > Experimental Study (1.00)
- Research Report > New Finding (0.93)
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- Government (0.67)
- Information Technology (0.46)
- Social Sector (0.46)
Technology:
Country:
- Europe > Germany > Baden-Württemberg > Freiburg (0.05)
- South America > Paraguay > Asunción > Asunción (0.04)
- North America > United States (0.04)
Genre:
- Research Report > Experimental Study (0.68)
- Research Report > New Finding (0.46)
Technology: