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Benchmarks
Counterfactual Explanations on Credit-A
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100
Coverage
CBCE
95.84
96.92
98
99.08
Mar 16, 2025
Coverage
Validity
L2 Distance
Hamming Distance
Plausibility Score
Log Density
LOF Score
Isolation Forest Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Coverage
Validity
L2 Distance
Hamming Distance
Plausibility Score
Log Density
LOF Score
Isolation Forest Score
CBCE
Time(s)=0.58
2025.03
100
100
7.675
0.486
47.8
10.478
1.208
0.002
PPCEF
Time(s)=29.94
2025.03
100
35.5
0.669
0.082
16.7
13.853
1.04
0.039
HyConEx
Time(s)=0.003
2025.03
100
100
1.606
0.164
63.8
21.749
1.055
0.04
CEGP
Time(s)=3415.51
2025.03
96
100
0.372
0
10.6
7.888
1.048
0.029
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