Counterfactual Explanation Generation on Digits
100ValidityCBCE
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CBCE2025.03 | 100 | 100 | 15.448 | 3.002 | 33 | 53.65 | 1.073 | 0.029 | 1.8 | — | — | — | |
| CEGP2025.03 | 100 | 96 | 6.09 | 1.423 | 1.1 | -392.35 | 1.201 | -0.023 | 8,165.49 | — | — | — | |
| WACH2025.03 | 100 | 100 | 2.076 | 0.999 | 1.8 | -69.3 | 1.097 | 0.005 | 4,354.78 | — | — | — | |
| PPCEF2025.03 | 100 | 100 | 6.55 | 1.13 | 100 | 55.98 | 1.055 | 0.029 | 86.34 | — | — | — | |
| GLANCENumber of groups=4.002024.05 | 100 | — | — | 2 | — | — | — | — | — | 8 | — | — | |
| T-CRExNumber of groups=91.002024.05 | 100 | — | — | 0.15 | — | — | — | — | — | 9 | — | — | |
| OURNumber of groups=2.802024.05 | 100 | — | — | 16.4 | — | — | — | — | — | 10 | — | — | |
| DiCE2024.05 | 100 | — | — | 23.8 | — | — | — | — | — | 3 | — | — | |
| Wach2024.05 | 100 | — | — | 2.1 | — | — | — | — | — | 9 | — | — | |
| CCHVAE2024.05 | 100 | — | — | 2.2 | — | — | — | — | — | 4 | — | — | |
| PPCEF2024.05 | 100 | — | — | 11.4 | — | — | — | — | — | 10 | — | — | |
| OURlocal2024.05 | 100 | — | — | 11.4 | — | — | — | — | — | 11 | — | — | |
| OURConfiguration=Global, Classification Model=2-layer MLP2024.05 | 100 | — | — | 17.1 | — | — | — | — | — | 10 | — | — | |
| HyConEx2025.03 | 99.9 | 100 | 6.978 | 1.396 | 80.9 | 62.98 | 1.051 | 0.04 | 0.005 | — | — | — | |
| GLANCEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 30 | — | — | 11.2 | — | — | — | — | — | 9 | — | — | |
| EANumber of groups=4.002024.05 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| GLOBE-CEConfiguration=Global, Classification Model=2-layer MLP2024.05 | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| Dandl-inspired2026.07 | — | — | — | — | — | — | — | — | — | — | 3.494 | 4.1 | |
| L0+L2+Lcls2026.07 | — | — | — | — | — | — | — | — | — | — | 28.037 | 21.8 | |
| L0+Lcls2026.07 | — | — | — | — | — | — | — | — | — | — | 39.575 | 29.8 | |
| L2+Lcls2026.07 | — | — | — | — | — | — | — | — | — | — | 75.868 | 55.3 | |
| XA-L0-comm2026.07 | — | — | — | — | — | — | — | — | — | — | 4.315 | 5.4 | |
| XA-L0-corr2026.07 | — | — | — | — | — | — | — | — | — | — | 1.534 | 2.7 |