Machine Unlearning on MIMIC-CXR (6% forget set)
100MIAOriginal
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Original2025.06 | 100 | 99.9 | 97.2 | 67.7 | 38.8 | |
| NegGrad+2025.06 | 100 | 100 | 98.7 | 67.7 | 38.8 | |
| SCRUB2025.06 | 100 | 100 | 98.7 | 67.9 | 39.4 | |
| CF-k2025.06 | 100 | 100 | 97.7 | 67.6 | 41 | |
| EU-k2025.06 | 100 | 61.2 | 32.8 | 63.1 | 33.9 | |
| Forget-MIvariant=No Noise2025.06 | 100 | 51.1 | 11 | 52.1 | 9 | |
| MultiDelete2025.06 | 84.6 | 87.8 | 60.4 | 63.6 | 28.9 | |
| Forget-MIvariant=Equal2025.06 | 84.6 | 80.2 | 42.8 | 63.7 | 27.7 | |
| Retrain2025.06 | 76.9 | 67.5 | 39.5 | 70.2 | 42.7 | |
| Forget-MIvariant=Multimodal2025.06 | 61.5 | 65.4 | 32.8 | 59.9 | 27 | |
| Forget-MIvariant=Unimodal2025.06 | 61.5 | 68.7 | 35.7 | 61 | 27.5 | |
| Forget-MIvariant=Retention2025.06 | 61.5 | 67.2 | 33.9 | 59.4 | 26.7 |