income

Benchmarks

Task Name	Dataset Name	SOTA Result
Distribution Estimation	Income	W1 Distance0	45
Binary Classification	income IC 1995 (test)	AUROC0.925	39
Binary Classification	Income (test)	Test Accuracy87.39	34
Classification	Income (test)	F1 Score78	27
Binary Classification	Income	AUC0.928	19
Fairness Classification	Income (test)	Disparate Impact (DP)0.1924	14
Fairness Evaluation	Income (test)	PP0.95	14
Node-level Regression Uncertainty Quantification	Income	PICP100	10
Binary Classification	income	AUC92.3	10
Uncertainty Quantification	Income	MPE0.06	9
Discriminator Measure	Income	Accuracy99.98	8
binary classification	income (hold-out test)	LPPD-0.3	8
Interpolation	Income	R^20.68	7
Classification	Income sex (test)	F1 Score67.66	7
Classification	Income race (test)	F1 Score67.66	7
Distribution Alignment	Income	MMD0.023	7
Classification	Income	AUROC0.866	7
Classification	Income	F1 Score69.16	7
Marginal Prediction Length	Income (INC)	Marginal Prediction Length1.8	6
Regression	Income (INC)	WSC Prediction Length1.8	6
Federated Unlearning	Income	Running Time (s)0.79	5
Synthetic Data Generation	Income	KSComp0.19	5
Performance Estimation	Income OoD	Bias (Acc)39.8	1
Performance Estimation	Income ID	Bias Accuracy32.1	1

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