Robustness Certification on COMPAS (test)
89Certification Rate (0.05% bias)Antidote-P
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Antidote-PBias type=MISS (missing data), Tree depth=12021.10 | 89 | 81.9 | 52.9 | 45.3 | 9.3 | 9.2 | |
| Antidote-PBias type=MISS (missing data), Targeted=true, Tree depth=12021.10 | 89 | 89 | 81.9 | 52.9 | 47.8 | 42.3 | |
| Antidote-PBias type=FLIP (label-flipping), Targeted=true, Tree depth=12021.10 | 89 | 81.9 | 71.5 | 50.5 | 43.2 | 24.2 | |
| Antidote-PBias type=FLIP (label-flipping), Tree depth=12021.10 | 81.9 | 71.5 | 47.8 | 20.6 | 3 | 3 | |
| Antidote-PBias type=MISS + FAKE, Tree depth=12021.10 | 81.9 | 76.2 | 52.9 | 43.2 | 9.3 | 9.3 | |
| Antidote-PBias type=MISS + FLIP, Tree depth=12021.10 | 81.9 | 71.5 | 50.5 | 41.6 | 9.3 | 3 |