Machine Unlearning on MIMIC-CXR (10% forget set)
100MIAOriginal
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Original2025.06 | 100 | 99.9 | 97 | 67.7 | 38.8 | |
| NegGrad+2025.06 | 100 | 100 | 98.6 | 67.7 | 38.8 | |
| SCRUB2025.06 | 100 | 100 | 98.5 | 67.9 | 39.4 | |
| CF-k2025.06 | 100 | 100 | 99 | 66.8 | 41 | |
| EU-k2025.06 | 100 | 62.9 | 34.5 | 63.1 | 33.9 | |
| Forget-MIvariant=No Noise2025.06 | 100 | 51.3 | 10.4 | 50.5 | 8.5 | |
| MultiDelete2025.06 | 95.2 | 97.2 | 78.3 | 65.6 | 33.3 | |
| Forget-MIvariant=Equal2025.06 | 95.2 | 79.6 | 36.9 | 61.7 | 24 | |
| Forget-MIvariant=Multimodal2025.06 | 90.5 | 74 | 34.4 | 58.6 | 23.1 | |
| Forget-MIvariant=Unimodal2025.06 | 90.5 | 76.4 | 36.3 | 59.7 | 23.6 | |
| Forget-MIvariant=Retention2025.06 | 81 | 65.6 | 31.3 | 56.5 | 25.2 | |
| Retrain2025.06 | 19 | 58.8 | 34.2 | 62.9 | 38.2 |