Counterfactual Explanations on Moons
100ValidityCBCE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CBCE2025.03 | 100 | 100 | 0.576 | 0.459 | 100 | 2.11 | 0.963 | 0.033 | 0.75 | — | |
| CEGP2025.03 | 100 | 100 | 0.19 | 0.154 | 0 | -2.39 | 1.379 | -0.0006 | 4,485.89 | — | |
| CEM2025.03 | 100 | 99 | 0.543 | 0.508 | 5.9 | -6.74 | 1.786 | -0.077 | 2,752.94 | — | |
| PPCEF2025.03 | 100 | 100 | 0.337 | 0.261 | 99 | 1.32 | 1.032 | 0.022 | 35.62 | — | |
| HyConEx2025.03 | 100 | 100 | 0.502 | 0.409 | 100 | 1.93 | 0.985 | 0.033 | 0.003 | — | |
| DiCE2024.05 | 100 | — | — | 0.55 | — | — | — | 0.04 | — | — | |
| Wach2024.05 | 100 | — | — | 0.16 | — | — | — | 0 | — | — | |
| CCHVAE2024.05 | 100 | — | — | 0.28 | — | — | — | 0.02 | — | — | |
| OURlocal2024.05 | 100 | — | — | 0.3 | — | — | — | 0.03 | — | — | |
| GLOBE-CEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 100 | — | — | 0.3 | — | — | — | 0.06 | — | — | |
| DensityFlow2026.05 | 99.7 | — | — | — | — | — | — | — | — | 0.867 | |
| CeFlow2026.05 | 99.1 | — | — | — | — | — | — | — | — | 1.194 | |
| PPCEF2024.05 | 98 | — | — | 0.34 | — | — | — | 0.03 | — | — | |
| WACH2025.03 | 97.5 | 99 | 0.208 | 0.178 | 0 | -1.921 | 1.3 | -0.001 | 2,724.99 | — | |
| Argument2026.05 | 95.1 | — | — | — | — | — | — | — | — | 0.89 | |
| OURConfiguration=Global, Classification Model=2-layer MLP2024.05 | 91 | — | — | 0.45 | — | — | — | 0.01 | — | — | |
| BetaRCE2026.05 | 78.9 | — | — | — | — | — | — | — | — | 0.992 | |
| GLANCEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 68 | — | — | 0.39 | — | — | — | 0.02 | — | — | |
| Product_mip2026.05 | 49.2 | — | — | — | — | — | — | — | — | 1.214 |