Machine Unlearning on Enron + News (50% forget set)
33.4Recall (P1, D_fk)RMGDR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RMGDRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 33.4 | 34.42 | 20.09 | 19.8 | 62.46 | 62.46 | 30.77 | 35.91 | 52.11 | |
| RMTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 27.89 | 29.84 | 39.05 | 40.03 | 62.46 | 62.51 | 28.78 | 35.99 | 52.12 | |
| IDKGDRTargeted=true, Label-based=true, Cost=|D| = 50, 3e2026.04 | 19.25 | 21.11 | 30.91 | 31.69 | 65.82 | 50.76 | 29.97 | 34.81 | 52.35 | |
| IDKTargeted=true, Label-based=true, Cost=|D| = 50, 3e2026.04 | 13.65 | 15.02 | 32.91 | 32.96 | 65.68 | 67.28 | 28.95 | 35.95 | 52.49 | |
| GAKLRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 12.09 | 13.8 | 32.62 | 32.47 | 64.31 | 65.48 | 27.35 | 36.38 | 52.19 | |
| NPOKLRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 12.09 | 13.8 | 32.62 | 32.47 | 38.27 | 38.86 | 27.35 | 36.38 | 52.9 | |
| RLGDRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 10.04 | 9.9 | 31.25 | 29.5 | 52.8 | 53.24 | 30.23 | 34.88 | 52.26 | |
| RLTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 9.56 | 11.41 | 43.49 | 43.98 | 62.9 | 63.43 | 30.12 | 35.44 | 52.29 | |
| Task VectorTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 3.94 | 4.29 | 18.04 | 17.6 | 64.75 | 65.77 | 27.48 | 37.41 | 52.43 | |
| WHPTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0.59 | 0.68 | 18.97 | 19.99 | 61.87 | 64.65 | 27.5 | 35.68 | 52.19 | |
| NPOGDRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0.44 | 0.54 | 0.1 | 0.05 | 56.12 | 58.75 | 25.33 | 36.91 | 52.41 | |
| GATargeted=false, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0.39 | 0.49 | 0.44 | 0.39 | 30.82 | 32.47 | 26 | 35.02 | 51.41 | |
| GAGDRTargeted=false, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0.34 | 0.39 | 0.44 | 0.34 | 39.83 | 41.2 | 28.99 | 34.97 | 51.55 | |
| NPOTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0.34 | 0.44 | 0.1 | 0.05 | 56.61 | 56.61 | 20.07 | 38.15 | 52.45 | |
| WHPGDRTargeted=false, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0.15 | 0.24 | 4.29 | 5.27 | 61.87 | 62.85 | 24.57 | 33.73 | 52.06 | |
| DPOTargeted=true, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0 | 0 | 0 | 0 | 67.92 | 69.43 | 0 | 6.44 | 52.31 | |
| DPOGDRTargeted=true, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0 | 0 | 1.37 | 1.66 | 63.04 | 64.16 | 0 | 15.19 | 53.67 | |
| DPOKLRTargeted=true, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0 | 0.06 | 58.65 | 60.99 | 65.53 | 67.09 | 11.81 | 19.94 | 54.31 | |
| RMUTargeted=false, Label-based=false, Cost=|D| = 50, 10e2026.04 | 0 | 0 | 0 | 0 | 16.52 | 18.14 | 7.75 | 8.68 | 50.47 |