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KEEL

Benchmarks

TaskDatasetSOTA resultTrendResults

Epistemic Uncertainty Quantification

KEEL K ≤ 10 classes

87.1AUC

3

Aleatoric Uncertainty Quantification

KEEL K ≤ 10 classes

89.2AUC

3

Total Uncertainty Quantification

KEEL 5 datasets K > 10 classes

91AUC

2

Epistemic Uncertainty Quantification

KEEL 5 datasets K > 10 classes

89.8AUC

2

Aleatoric Uncertainty Quantification

KEEL K > 10 classes (5 datasets)

92.9AUC

2

Total Uncertainty Quantification

KEEL K ≤ 10 classes (59 datasets)

88.6AUC

2