Counterfactual Explanations on Heloc
100ValidityCBCE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CBCE2025.03 | 100 | 100 | 3.524 | 1.084 | 100 | 32.27 | 0.989 | 0.056 | 11.15 | — | |
| CEGP2025.03 | 100 | 100 | 0.027 | 0.022 | 42.8 | 30.19 | 1.073 | 0.059 | 42,475.7 | — | |
| CEM2025.03 | 100 | 100 | 0.0447 | 0.043 | 36.1 | 28.86 | 1.079 | 0.053 | 25,924.86 | — | |
| DiCE2024.05 | 100 | — | — | 1 | — | — | — | 0.01 | — | — | |
| Wach2024.05 | 100 | — | — | 0.16 | — | — | — | 0.06 | — | — | |
| CCHVAE2024.05 | 100 | — | — | 0.59 | — | — | — | 0.11 | — | — | |
| OURlocal2024.05 | 100 | — | — | 0.47 | — | — | — | 0.08 | — | — | |
| GLOBE-CEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 100 | — | — | 0.52 | — | — | — | 0.03 | — | — | |
| OURConfiguration=Global, Classification Model=2-layer MLP2024.05 | 100 | — | — | 0.36 | — | — | — | 0.06 | — | — | |
| WACH2025.03 | 99.8 | 100 | 0.345 | 0.193 | 3.1 | -49.78 | 1.189 | 0.025 | 26,430.91 | — | |
| HyConEx2025.03 | 99.7 | 100 | 0.416 | 0.142 | 60.2 | 34.61 | 1.073 | 0.065 | 0.019 | — | |
| PPCEF2025.03 | 99.3 | 100 | 0.457 | 0.124 | 99.9 | 34.93 | 1.042 | 0.074 | 486.02 | — | |
| PPCEF2024.05 | 98 | — | — | 0.42 | — | — | — | 0.07 | — | — | |
| GLANCEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 97 | — | — | 0.68 | — | — | — | 0.01 | — | — | |
| BetaRCE2026.05 | 76.5 | — | — | — | — | — | — | — | — | 1.64 | |
| DensityFlow2026.05 | 75.7 | — | — | — | — | — | — | — | — | 1.812 | |
| Argument2026.05 | 66.2 | — | — | — | — | — | — | — | — | 3.091 | |
| CeFlow2026.05 | 54.2 | — | — | — | — | — | — | — | — | 2.707 | |
| Product_mip2026.05 | 44.4 | — | — | — | — | — | — | — | — | 3.148 | |
| Argument2026.05 | — | — | — | — | — | — | 1.07 | 0.42 | — | — | |
| BetaRCE2026.05 | — | — | — | — | — | — | 3.17 | 0.57 | — | — | |
| CeFlow2026.05 | — | — | — | — | — | — | 2.59 | 0.48 | — | — | |
| DensityFlow2026.05 | — | — | — | — | — | — | 1.04 | 0.42 | — | — | |
| Product_mip2026.05 | — | — | — | — | — | — | 1.54 | 0.44 | — | — |