Adult Income
Benchmarks
TaskDatasetSOTA resultTrendResults
Adult Income 1996 (train and test)
1Demographic Parity
24
Adult Income (test)
0.859Accuracy
21
Adult Income
96Average Fidelity
19
Adult Income
0.231MSE
16
Adult Income
0.03Cost
15
Adult Income
87LR Accuracy
13
Adult Income Gender 11 (test)
1.6Total Interventions
9
Adult Income Race 11 (test)
5.8Total Interventions
9
Adult Income Gender
0.004Demographic Parity
9
Adult Income Race
0.01Demographic Parity
9
Adult Income 2 classes
85.25Accuracy
9
Adult Income Attack Strength = 25% (test)
0.227Reconstruction MSE
8
Adult Income
0.907AUC
7
Adult Income (5-fold)
5Pareto Non-Dominance Count
7
Adult Income
0Violation Rate
7
Adult Income
0.061EO Gap
7
Adult Income
82.07F1 Score
7
Adult Income (test)
96.92Discriminator Accuracy
7
Adult Income 1,000 instances (test)
77.8Validity
6
Adult Income
0.906TRTR AUROC
6
Adult Income (AI) (test)
98.8Certification Rate (0.05% Bias)
6
Adult Income Protocol A B=4
89.26Sparsity
5
Adult Income
0Repetition Rate
5
Adult Income
90AUC
4
Adult Income Protocol B, B=64
100Validity
4