Machine Unlearning on MUSE-Books RELEARN-25%
98.425Forgetting Rate (VerbMem)RMU-LAT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RMU-LATRelearning Steps=1002025.09 | 98.425 | 47.526 | 71.166 | |
| RMURelearning Steps=1002025.09 | 97.029 | 53.228 | 65.927 | |
| RMU-LATRelearning Steps=502025.09 | 93.87 | 49.307 | 72.124 | |
| RMURelearning Steps=502025.09 | 91.875 | 47.769 | 66.435 | |
| NPOGDRRelearning Steps=1002025.09 | 17.506 | 32.258 | 59.559 | |
| SAM+NPORelearning Steps=1002025.09 | 17.424 | 33.611 | 61.666 | |
| PRISMRelearning Steps=1002025.09 | 13.313 | 37.507 | 61.754 | |
| NPOGDRRelearning Steps=502025.09 | 2.98 | 0 | 6.036 | |
| SAM+NPORelearning Steps=502025.09 | 2.948 | 0 | 18.392 | |
| RMU-LATRelearning Steps=02025.09 | 0.979 | 5.983 | 46.412 | |
| RMURelearning Steps=02025.09 | 0.41 | 10.866 | 14.914 | |
| PRISMRelearning Steps=502025.09 | 0.082 | 0 | 38.854 | |
| NPOGDRRelearning Steps=02025.09 | 0 | 0 | 30.291 | |
| SAM+NPORelearning Steps=02025.09 | 0 | 0 | 32.766 | |
| PRISMRelearning Steps=02025.09 | 0 | 0 | 49.616 |