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Benchmarks
Counterfactual Explanation Generation on Blobs
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100
Coverage
CBCE
97.92
98.46
99
99.54
Mar 16, 2025
Coverage
Validity
L1 Distance
L2 Distance
Plausibility
Log Density
LOF Score
Isolation Forest Score
Time (s)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Coverage
Validity
L1 Distance
L2 Distance
Plausibility
Log Density
LOF Score
Isolation Forest Score
Time (s)
CBCE
2025.03
100
100
0.764
0.581
33.3
1.03
1.31
-0.029
0.92
PPCEF
2025.03
100
100
0.675
0.5
100
2.26
1.162
0.007
26.74
HyConEx
2025.03
100
100
0.701
0.527
94.3
2.88
1.058
0.028
0.004
WACH
2025.03
99
99.3
0.393
0.341
0
-8.65
2.756
-0.081
2,380.44
CEGP
2025.03
98
100
0.37
0.303
0
-9.35
2.625
-0.076
4,607.08
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