COMPAS
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
COMPAS tabular (Diff.)
0.022OT Distance (x)
5
COMPAS sex (test)
66.98Accuracy
5
COMPAS (full data)
69.4Accuracy
5
COMPAS-1D (test)
0.009aEA
5
COMPAS
0.744AUC
5
COMPAS
0.083Average running time (s)
5
COMPAS
77.6Accuracy
4
COMPAS
0Inconsistency Rate (v-nodes)
4
COMPAS
84.6Accuracy (Caucasian Female)
4
Compas-44
100Recall
4
COMPAS
68.7Accuracy
4
COMPAS
13Compression Metric S
4
COMPAS
67.5Accuracy
4
COMPAS Non-diff. tabular
0.017OT(x)
4
COMPAS
0Fairness Gap
4
COMPAS CP
0T0
4
COMPAS binary
78Number of Rules
4
COMPAS 2016
3Number of Rules
4
COMPAS
99.5Retention Rate
3
compas
64.86Accuracy
3
COMPAS
68.6Accuracy
3
COMPAS (test)
33Macro F1
3
COMPAS
0.756Reward
3
COMPAS (ε = 0.03, a ∈ [0.30, 0.99]) (steady-state)
0.767Oracle Reward
3
Compas (test)
27CFDs Found
3