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Counterfactual Explanation on HELOC 5-fold (test)
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100
Validity
RobX
99.688
99.769
99.85
99.931
Apr 19, 2026
Validity
L1 Cost
L2 Cost
Plausibility
Robustness (Retention)
Robustness (Bootstrap)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Validity
L1 Cost
L2 Cost
Plausibility
Robustness (Retention)
Robustness (Bootstrap)
RobX
Classifier=MLP
2026.04
100
1.392
0.401
56.2
92.2
78.6
RobX
Classifier=MLP, robust...
2026.04
100
3.346
1.003
53.4
99.9
96.8
BetaRCE
Classifier=MLP
2026.04
100
1.859
0.509
67.1
92.7
79.2
CROCE
Classifier=MLP, gamma...
2026.04
100
2.195
0.717
43.7
98.5
92.9
CROCE
Classifier=MLP, gamma...
2026.04
100
2.555
0.822
46
99.7
96.6
CROCE
Classifier=MLP, gamma...
2026.04
100
3.245
1.015
53.5
99.9
97.7
PPCEF
Classifier=MLP
2026.04
99.7
1.792
0.505
46.1
79.5
65.4
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