COMPAS
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
COMPAS
18.38Running Time (s)
9
Compas
69.4ROC AUC
8
COMPAS
68.1Accuracy
8
Compas
4.5PPL
7
COMPAS
2.3EO Gap
7
COMPAS
0.037Delta DP
7
COMPAS
1Training Time (min)
7
Compas
0.09Runtime
6
Compas
0.958Accuracy
6
COMPAS
1,140Individual Disparity Count
6
COMPAS binary
0.673Accuracy
6
COMPAS 2016
66.7Accuracy
6
COMPAS binary
0.003Average Runtime (s)
6
COMPAS 2016
0.003Average Runtime (s)
6
COMPAS (test)
89Certification Rate (0.05% bias)
6
COMPAS
0.366Inverted Hypervolume
5
COMPAS
0.841Hypervolume
5
COMPAS
79Accuracy
5
COMPAS ProPublica (test)
68.8Accuracy
5
COMPAS
68.8Accuracy
5
COMPAS
0Overall FPR
5
COMPAS original (test)
69Accuracy
5
COMPAS-3X
1.103U0 (eV)
5
COMPAS UCI (test)
0.228Average Test Log-likelihood
5
compas
0.99AUROC
5