Class-level unlearning on MIMIC-IV (val)
0.04Forget F1STEU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| STEUBackbone=Bio-ClinicalBERT, Params Updated=201K, % Model=0.19%2026.03 | 0.04 | 47.66 | |
| Gradient ascentBackbone=Bio-ClinicalBERT, Params Updated=21.3M, % Model=19.6%2026.03 | 0 | 31.27 | |
| Direct suppressionBackbone=Bio-ClinicalBERT, Params Updated=21.3M, % Model=19.6%2026.03 | 0 | 49.12 | |
| Influence-weightedBackbone=Bio-ClinicalBERT, Params Updated=21.3M, % Model=19.6%2026.03 | 0 | 32.28 |