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ResearchFormerly WizWand

Global Counterfactual Explanations on Adult

100EffectivenessGroup-CF
2.375227.720153.06578.4099May 29, 2024
Updated 6mo ago

Evaluation results

MethodLinks
Group-CFModel Architecture=DNN, s=42024.0510010.08
Group-CFModel Architecture=LR, s=42024.051001.71
GLANCEModel Architecture=DNN, s=42024.051004.6
GLANCEModel Architecture=LR, s=42024.051001.04
Group-CFClassifier=DNN, s=82024.0510011.54
dGLOBE-CEClassifier=DNN, s=82024.0510011.85
GLANCEClassifier=DNN, s=82024.051003.96
Group-CFClassifier=LR, s=82024.051002.33
dGLOBE-CEClassifier=LR, s=82024.051006.12
GLANCEClassifier=LR, s=82024.051001.03
GLOBE-CEModel Architecture=DNN, s=42024.0599.923.34
GLOBE-CEModel Architecture=LR, s=42024.0599.922.34
dGLOBE-CEModel Architecture=DNN, s=42024.0599.9210.89
dGLOBE-CEModel Architecture=LR, s=42024.0599.925.91
GLOBE-CEClassifier=DNN, s=82024.0599.922.4
GLOBE-CEClassifier=LR, s=82024.0599.921.66
GLANCEClassifier=XGB, s=82024.0599.873.85
GLANCEModel Architecture=XGB, s=42024.0599.854.9
Group-CFClassifier=XGB, s=82024.0599.41.88
Group-CFModel Architecture=XGB, s=42024.0596.81.41
dGLOBE-CEClassifier=XGB, s=82024.0594.3862.37
dGLOBE-CEModel Architecture=XGB, s=42024.0593.7664.76
GLOBE-CEClassifier=XGB, s=82024.0586.3311.7
GLOBE-CEModel Architecture=XGB, s=42024.0582.8822.8
Fast AReSClassifier=DNN, s=82024.0513.81
Fast AReSClassifier=LR, s=82024.0512.511
Fast AReSModel Architecture=DNN, s=42024.0512.391
Fast AReSModel Architecture=LR, s=42024.0511.741
Fast AReSClassifier=XGB, s=82024.057.191
Fast AReSModel Architecture=XGB, s=42024.056.131