Robustness Certification on Adult Income (AI) (test)
98.8Certification Rate (0.05% Bias)Antidote-P
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Antidote-PBias type=MISS (missing data), Targeted=true, Tree depth=22021.10 | 98.8 | 97.2 | 86.6 | 73 | 62 | 31.6 | |
| Antidote-PBias type=FLIP (label-flipping), Targeted=true, Tree depth=22021.10 | 98.6 | 97 | 74.4 | 71 | 45.4 | 25.8 | |
| Antidote-PBias type=MISS (missing data), Tree depth=22021.10 | 96 | 86.9 | 72.8 | 60.9 | — | — | |
| Antidote-PBias type=MISS + FAKE, Tree depth=22021.10 | 96 | 95.6 | 72.8 | 68.3 | 36.2 | — | |
| Antidote-PBias type=MISS + FLIP, Tree depth=22021.10 | 95.9 | 74.3 | 71.1 | 49 | — | — | |
| Antidote-PBias type=FLIP (label-flipping), Tree depth=22021.10 | 95.8 | 72.9 | 70.2 | 34.8 | — | — |