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Papers Benchmarks Datasets Tasks

Adult dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

Adult

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Protected-attribute detection-gap evaluation

Adult

0.01L^TPR

14

Sparse Feature Selection

Adult (test)

78.5F1 Score

14

Tabular Data Generation

Adult

0.995C2ST

14

Model Compression

adult

85.6Performance

13

Model Compression

adult

86Accuracy / R2

13

Adult (test)

78.5F1 Score

13

Adult

86.1Accuracy

13

Anomaly Detection

Adult (test)

0.294Confounder Mean AUPR

13

Anomaly Detection

Adult newvar

51.27AUROC

13

Anomaly Detection

Adult mechanism

0.513AUROC

13

Anomaly Detection

Adult confounder

0.525AUROC

13

adult

0.93ROC-AUC

13

Fairness violation detection

Adult (all train-test splits)

1,096Number of Violations

12

Second-order Shapley interaction value runtime calculation

Adult

0.001Runtime (s)

12

Fairness classification

Adult dataset

-0.193DPD

12

Classification Fairness

Adult

-0.096AOD

12

Binary Classification

Adult

85.22Accuracy

12

adult (val)

92.8AUROC

12

Adult 30% MNAR

33.5F1 Score

12

Adult 30% MAR

30.3F1 Score

12

Adult 30% MCAR

25F1 Score

12

adult (5-fold cross-val)

80.95F1 Score (Macro)

12

Tabular Data Generation

Adult (test)

0.778MLE

12

Imbalanced Classification

adult

67.61F1 Score

11

Privacy Risk Estimation

Adult

76.4DCR

11

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Popular tasks

Classification Tabular Data Generation Binary Classification Tabular Data Synthesis Tabular Classification

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