Adult
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Adult n-m = 2 (sex, race) (Experiment 1)
84.6Accuracy
8
D9 adult MCAR 15% (20% test)
85.37Accuracy
8
Adult
7.08Training Time (min)
8
Adult (random train-test)
0.875AUC
8
Adult
92.7MLE
8
Adult (IID)
85.27Accuracy
8
Adult N=800 (train)
80F1 Score
8
Adult N=400 (train)
85F1 Score
8
Adult
0.358AULC
8
Adult
0.455Cohen's Kappa
8
ADULT 75% missingness (test)
79.56AUC
8
ADULT 0% missingness (test)
92.78AUC
8
Adult imbalanced (test)
92.4PR-AUC
8
ADULT (20% sample)
0.42Disparate Impact
8
ADULT (10% sample)
0.54Disparate Impact
8
Adult
89.65AUC
8
adult
0.72Cohen's Kappa
8
Adult Dataset (test)
0.02DD
8
Adult-Confounded (OOD)
78.8Accuracy
8
Adult-Confounded (IND)
79.3Accuracy
8
Adult-Confounded (IID)
92.4Accuracy
8
Adult (test)
0.721ROCAUC (FBB)
8
Adult Census Survey 1994
66F1 Score
8
Adult dataset
0.92Precision
8
adult
82.443Balanced Accuracy
8