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Distributional Counterfactual Explanations on COMPAS tabular (Diff.)
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0.0222
OT Distance (x)
AReS
-0.797576
4.735912
10.2694
15.802888
Mar 17, 2026
OT Distance (x)
OT Distance (y)
MMD Distance
AReS Cost
Updated 1mo ago
Evaluation Results
Method
Method
Links
OT Distance (x)
OT Distance (y)
MMD Distance
AReS Cost
AReS
Model differentiabilit...
2026.03
0.0222
0.5389
0.0261
2.0764
DISCOVER
Model differentiabilit...
2026.03
0.0681
0.1474
0.0679
4.037
DCE
Model differentiabilit...
2026.03
0.093
0.1576
0.0894
4.0677
DiCE
Model differentiabilit...
2026.03
0.1124
0.2273
0.0553
3.9354
GLOBE
Model differentiabilit...
2026.03
20.5166
0.0088
0.2422
1.0703
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