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ResearchFormerly WizWand

Global Counterfactual Explanations on Default Credit

100EffectivenessCET
7.28431.354555.42579.4955May 29, 2024
Updated 6mo ago

Evaluation results

MethodLinks
CETModel Architecture=LR, s=42024.051003.79
GLANCEModel Architecture=DNN, s=42024.051001.2
GLANCEModel Architecture=LR, s=42024.051001.05
GLANCEClassifier=DNN, s=82024.051001.2
CETClassifier=LR, s=82024.051002
Group-CFClassifier=LR, s=82024.051003.98
GLANCEClassifier=LR, s=82024.051001.05
dGLOBE-CEClassifier=DNN, s=82024.0599.956.77
GLOBE-CEModel Architecture=LR, s=42024.0599.942.91
dGLOBE-CEModel Architecture=LR, s=42024.0599.9410.38
GLOBE-CEClassifier=LR, s=82024.0599.942.13
dGLOBE-CEClassifier=LR, s=82024.0599.9410.38
dGLOBE-CEClassifier=XGB, s=82024.0599.0828.73
CETModel Architecture=DNN, s=42024.0598.876.32
GLANCEClassifier=XGB, s=82024.0598.872.14
CETClassifier=DNN, s=82024.0598.533.68
GLANCEModel Architecture=XGB, s=42024.0598.133.68
Group-CFClassifier=XGB, s=82024.0597.81.92
dGLOBE-CEModel Architecture=XGB, s=42024.0597.4742.58
GLOBE-CEClassifier=DNN, s=82024.0595.92.58
Group-CFModel Architecture=LR, s=42024.0595.41.94
Group-CFModel Architecture=XGB, s=42024.0595.21.41
CETClassifier=XGB, s=82024.0590.012.61
dGLOBE-CEModel Architecture=DNN, s=42024.0587.385.96
CETModel Architecture=XGB, s=42024.0586.294.5
GLOBE-CEClassifier=XGB, s=82024.0585.639.78
Group-CFClassifier=DNN, s=82024.0584.82.15
GLOBE-CEModel Architecture=XGB, s=42024.0583.6917.21
GLOBE-CEModel Architecture=DNN, s=42024.0581.193.76
Group-CFModel Architecture=DNN, s=42024.0579.61.53
Fast AReSClassifier=XGB, s=82024.0536.881.07
Fast AReSModel Architecture=XGB, s=42024.0531.861.05
Fast AReSClassifier=DNN, s=82024.0523.751.02
Fast AReSModel Architecture=DNN, s=42024.0518.881
Fast AReSClassifier=LR, s=82024.0511.671.04
Fast AReSModel Architecture=LR, s=42024.0510.851.07