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Benchmarks
Counterfactual Explanations on Adult
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100
Coverage
CBCE
40.72
56.11
71.5
86.89
Mar 16, 2025
Coverage
Validity
L2 Distance
Hamming Distance
Plausibility
LogDensity
LOF
IsoForest Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Coverage
Validity
L2 Distance
Hamming Distance
Plausibility
LogDensity
LOF
IsoForest Score
CBCE
Time(s)=88.53
2025.03
100
100
0.334
0.652
75.1
30.79
0.999
-0.002
PPCEF
Time(s)=1453.48
2025.03
100
67.2
0.379
0.249
64.6
27.14
1.599
0.031
HyConEx
Time(s)=0.05
2025.03
100
100
0.136
0.328
86.1
29.86
1.257
0.037
CEGP
Time(s)=67348.95
2025.03
43
99.9
0.313
0
43.2
25.05
1.777
0.037
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