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Papers Benchmarks Datasets Tasks

Adult dataset and benchmarks – Page 10 · SOTA2 Research

Research Datasets

Adult

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

adult Out-of-sample

22.16Mean Error

4

adult In-sample

22.5Mean Error

4

Tabular Classification

Adult

76.53Mean AUCPR

4

Classification Calibration

Adult

-4.3Calibration Delta (Female non-white)

4

Algorithmic Recourse

ADULT

85.7Accuracy

4

Fair Classification

Adult (test)

17.8Macro F1

4

Binary classification

Adult

0.927AUROC

4

Adult (test)

0.177DPD

4

Neighborhood Preservation

Adult (test)

23Mean NLS

4

Binary Classification

Adult

88.7AUC

4

Binary Classification

Adult

0.828Accuracy

4

Binary Classification

Adult (test)

77.1Macro F1

4

Counterfactual Explanations

Adult

100Coverage

4

Adult

0.54KS Statistic

4

Data Imputation

Adult

0.1MI

4

Data Imputation

Adult

0.13RMSE

4

Fair Classification

Adult (test)

0.241Delta DP (Intersectional)

4

Adult (test)

0.833Acc

4

Machine Unlearning

Adult Unlearning normal samples (De)

80.89Accuracy

4

Machine Unlearning

Adult Unlearning normal samples (test)

84.08Accuracy

4

Machine Unlearning

Adult Unlearning backdoored samples (De)

99.99Accuracy

4

Machine Unlearning

Adult Unlearning backdoored samples (test)

85.45Accuracy

4

adult

80.31F1 Score (%)

3

Adult

79Bal. Acc

3

Adult hard cases

47.85F1 Score

3

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Popular tasks

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