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ResearchFormerly WizWand

Global Counterfactual Explanations on COMPAS

100EffectivenessGroup-CF
53.265.3577.589.65May 29, 2024
Updated 6mo ago

Evaluation results

MethodLinks
Group-CFModel Architecture=DNN, s=42024.051004.48
Group-CFModel Architecture=LR, s=42024.051003.97
Group-CFModel Architecture=XGB, s=42024.051004.06
GLOBE-CEModel Architecture=DNN, s=42024.051002.82
dGLOBE-CEModel Architecture=DNN, s=42024.051007.96
dGLOBE-CEModel Architecture=LR, s=42024.051006.71
GLANCEModel Architecture=DNN, s=42024.051002.34
GLANCEModel Architecture=LR, s=42024.051002.33
Group-CFClassifier=DNN, s=82024.051005.65
GLOBE-CEClassifier=DNN, s=82024.051002.39
dGLOBE-CEClassifier=DNN, s=82024.051007.28
GLANCEClassifier=DNN, s=82024.051001.77
Group-CFClassifier=LR, s=82024.051004.67
dGLOBE-CEClassifier=LR, s=82024.051006.71
GLANCEClassifier=LR, s=82024.051001.69
Group-CFClassifier=XGB, s=82024.051004.08
dGLOBE-CEClassifier=XGB, s=82024.0599.969.17
dGLOBE-CEModel Architecture=XGB, s=42024.0599.8412.46
GLANCEClassifier=XGB, s=82024.0599.832.06
GLANCEModel Architecture=XGB, s=42024.0599.512.96
GLOBE-CEModel Architecture=LR, s=42024.0595.742.91
GLOBE-CEClassifier=LR, s=82024.0595.742.25
GLOBE-CEClassifier=XGB, s=82024.0587.213.09
GLOBE-CEModel Architecture=XGB, s=42024.0587.174.73
CETClassifier=LR, s=82024.0582.511.51
CETClassifier=DNN, s=82024.0574.661.02
CETModel Architecture=LR, s=42024.0573.181.24
CETClassifier=XGB, s=82024.0568.621.3
Fast AReSClassifier=LR, s=82024.0568.191.03
Fast AReSClassifier=XGB, s=82024.0566.071.14
CETModel Architecture=DNN, s=42024.0563.620.96
Fast AReSClassifier=DNN, s=82024.0563.021.11
Fast AReSModel Architecture=LR, s=42024.0562.51.24
Fast AReSModel Architecture=XGB, s=42024.0559.831.1
CETModel Architecture=XGB, s=42024.0558.41.06
Fast AReSModel Architecture=DNN, s=42024.05551.21