Machine Unlearning on Enron + News (20% forget set)
40.73P1: Recall on D_fkRMGDR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RMGDRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 40.73 | 38.87 | 36.1 | 37.07 | 65.12 | 63.08 | 32.31 | 35.55 | 52.55 | |
| RMTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 30.73 | 28.33 | 38.05 | 37.22 | 25.85 | 21.81 | 29.09 | 34.67 | 52.63 | |
| IDKGDRTargeted=true, Label-based=true, Cost=|D| = 50, 3e2026.04 | 21.83 | 20.07 | 29.63 | 29.61 | 66.71 | 66.31 | 33.49 | 34.99 | 52.51 | |
| IDKTargeted=true, Label-based=true, Cost=|D| = 50, 3e2026.04 | 16.71 | 15.35 | 32.56 | 34.05 | 67.68 | 66.43 | 28.95 | 35.95 | 52.63 | |
| Target f_targetCost=|D| = 50, 3e2026.04 | 14.53 | 14.53 | 29.94 | 29.94 | 60.6 | 60.6 | 27.35 | 36.38 | 52.59 | |
| RLGDRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 12.44 | 12.03 | 39.63 | 37.56 | 62.93 | 60.83 | 31.33 | 34.07 | 52.39 | |
| RLTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 12.32 | 13 | 37.32 | 37.95 | 65.85 | 64.64 | 29.25 | 36.36 | 52.62 | |
| GAKLRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 12.2 | 13.13 | 31.34 | 32.84 | 66.1 | 64.58 | 27.35 | 38.25 | 52.66 | |
| NPOKLRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 12.2 | 13.13 | 31.34 | 32.84 | 64.58 | 64.58 | 27.35 | 36.38 | 52.97 | |
| Task VectorTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 2.92 | 2.62 | 12.68 | 12.82 | 66.1 | 64.58 | 26.49 | 37.05 | 52.53 | |
| WHPTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 1.59 | 0.7 | 22.68 | 23.09 | 66.71 | 65.28 | 28.76 | 36.09 | 52.43 | |
| WHPGDRTargeted=false, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0.98 | 0.82 | 12.32 | 12.98 | 65.85 | 66.49 | 27.49 | 35.38 | 52.37 | |
| GATargeted=false, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0.49 | 0.43 | 0.49 | 0.61 | 54.27 | 54.68 | 26.71 | 36.19 | 52.59 | |
| NPOTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0.49 | 0.49 | 0.24 | 0.06 | 56.83 | 58.22 | 23.78 | 36.48 | 52.47 | |
| NPOGDRTargeted=false, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0.37 | 0.52 | 0.24 | 0.06 | 57.56 | 57.42 | 24.55 | 37.49 | 53.15 | |
| GAGDRTargeted=false, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0.24 | 0.43 | 0.37 | 0.47 | 53.1 | 53.3 | 27.57 | 34.27 | 52.54 | |
| Retrain f_retrainCost=|D| = 50, 3e2026.04 | 0.02 | 0.02 | 4.95 | 4.95 | 13.14 | 13.14 | 26.69 | 35.04 | 55.08 | |
| DPOTargeted=true, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0 | 0 | 30.61 | 31.16 | 65.98 | 65.46 | 9.97 | 24.76 | 54.21 | |
| DPOGDRTargeted=true, Label-based=true, Cost=|D| = 50, 10e2026.04 | 0 | 0 | 34.27 | 35.09 | 69.51 | 67.86 | 10.02 | 24.83 | 54.39 | |
| DPOKLRTargeted=true, Label-based=true, Cost=|D| = 50, 3e2026.04 | 0 | 0.06 | 51.1 | 51.11 | 65.24 | 63.81 | 11.69 | 22.84 | 53.56 | |
| RMUTargeted=false, Label-based=false, Cost=|D| = 50, 10e2026.04 | 0 | 0 | 0 | 0 | 18.32 | 20.3 | 8.35 | 9.51 | 50.45 |