Machine Unlearning on MUSE Books (fkm, rkm, PL)
0FKM (Forget Set Knowledge Memorization)CEU+RT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CEU+RTRetain Training=true2026.05 | 0 | 0 | -57 | |
| RMU+RTRetain Training=true2026.05 | 0.002 | 0 | -12.6 | |
| GradAscent2026.05 | 0.03 | 0.196 | -51.7 | |
| GradDiff+RTRetain Training=true2026.05 | 0.219 | 0.372 | -24.4 | |
| SHRED2026.05 | 0.237 | 0.519 | -37.9 | |
| NPO+RTRetain Training=true2026.05 | 0.25 | 0.446 | -53.6 | |
| Target (retrained)Condition=Retrained oracle2026.05 | 0.289 | 0.745 | 0 | |
| SimNPO+RTRetain Training=true2026.05 | 0.298 | 0.512 | -55.4 | |
| Full (pre-unlearn)Condition=Pre-unlearn2026.05 | 0.594 | 0.669 | -57.5 |