Counterfactual Explanation Generation on Blobs
100ValidityCBCE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CBCE2025.03 | 100 | 100 | 0.764 | 0.581 | 33.3 | 1.03 | 1.31 | -0.029 | 0.92 | — | |
| CEGP2025.03 | 100 | 98 | 0.37 | 0.303 | 0 | -9.35 | 2.625 | -0.076 | 4,607.08 | — | |
| PPCEF2025.03 | 100 | 100 | 0.675 | 0.5 | 100 | 2.26 | 1.162 | 0.007 | 26.74 | — | |
| HyConEx2025.03 | 100 | 100 | 0.701 | 0.527 | 94.3 | 2.88 | 1.058 | 0.028 | 0.004 | — | |
| WACH2025.03 | 99.3 | 99 | 0.393 | 0.341 | 0 | -8.65 | 2.756 | -0.081 | 2,380.44 | — | |
| EANumber of groups=3.602024.05 | 1 | — | — | 1 | — | — | — | — | — | 0.16 | |
| T-CRExNumber of groups=2.402024.05 | 1 | — | — | 0.01 | — | — | — | — | — | 0.02 | |
| OURNumber of groups=1.602024.05 | 1 | — | — | 0.46 | — | — | — | — | — | 0.03 | |
| DiCE2024.05 | 1 | — | — | 0.51 | — | — | — | 0.1 | — | — | |
| Wach2024.05 | 1 | — | — | 0.23 | — | — | — | 0.04 | — | — | |
| CCHVAE2024.05 | 1 | — | — | 0.37 | — | — | — | 0.06 | — | — | |
| PPCEF2024.05 | 1 | — | — | 0.47 | — | — | — | 0.04 | — | — | |
| OURlocal2024.05 | 1 | — | — | 0.39 | — | — | — | 0.03 | — | — | |
| GLANCEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 1 | — | — | 0.42 | — | — | — | 0.01 | — | — | |
| OURConfiguration=Global, Classification Model=2-layer MLP2024.05 | 1 | — | — | 0.48 | — | — | — | 0.03 | — | — | |
| GLOBE-CEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 0.99 | — | — | 0.25 | — | — | — | 0.06 | — | — | |
| GLANCENumber of groups=2.002024.05 | 0.96 | — | — | 0.56 | — | — | — | — | — | 0.1 |