Node Classification on Pubmed (Unlearned vs Original Comparison)
84.55Original AccuracyTestCopy
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TestCopyUnlearn Method=GA2026.03 | 84.55 | 80.92 | 3.63 | |
| TestCopyUnlearn Method=GIF2026.03 | 84.4 | 79.91 | 4.49 | |
| NewCopyUnlearn Method=GA2026.03 | 83.71 | 83.34 | 0.38 | |
| NewCopyUnlearn Method=GIF2026.03 | 83.62 | 83.16 | 0.46 | |
| OptimAttackUnlearn Method=GIF2026.03 | 83.51 | 24.43 | 59.08 | |
| NoAttackUnlearn Method=GA2026.03 | 83.2 | 81.58 | 1.62 | |
| NoAttackUnlearn Method=GIF2026.03 | 83.08 | 81.8 | 1.29 | |
| CopyUnlearn Method=GIF2026.03 | 83.08 | 83.02 | 0.06 | |
| CopyUnlearn Method=GA2026.03 | 83.04 | 82.91 | 0.13 | |
| RandomUnlearn Method=GA2026.03 | 82.79 | 70.41 | 12.38 | |
| OptimAttackUnlearn Method=GA2026.03 | 82.79 | 67.98 | 14.81 | |
| RandomUnlearn Method=GIF2026.03 | 82.67 | 77.81 | 4.86 | |
| SBAUnlearn Method=GA2026.03 | 82.65 | 82.71 | 0.06 | |
| SBAUnlearn Method=GIF2026.03 | 82.62 | 82.61 | 0.01 | |
| UGBAUnlearn Method=GA2026.03 | 82.52 | 82.85 | 0.33 | |
| UGBAUnlearn Method=GIF2026.03 | 82.47 | 82.45 | 0.02 | |
| TDGIAUnlearn Method=GIF2026.03 | 81.81 | 57.91 | 23.9 | |
| TestLinkUnlearn Method=GA2026.03 | 81.76 | 83.38 | 1.61 | |
| TestLinkUnlearn Method=GIF2026.03 | 81.65 | 83.29 | 1.63 | |
| TestCopyUnlearn Method=CEU2026.03 | 81.21 | 38.69 | 42.52 | |
| OptimAttackUnlearn Method=CEU2026.03 | 81.02 | 21.46 | 59.56 | |
| NoAttackUnlearn Method=CEU2026.03 | 80.84 | 79.56 | 1.28 | |
| CopyUnlearn Method=CEU2026.03 | 80.49 | 74.67 | 5.82 | |
| NewCopyUnlearn Method=CEU2026.03 | 80.41 | 78.31 | 2.1 | |
| SBAUnlearn Method=CEU2026.03 | 79.85 | 56.82 | 23.03 | |
| RandomUnlearn Method=CEU2026.03 | 79.51 | 38.49 | 41.02 | |
| TDGIAUnlearn Method=GA2026.03 | 79.24 | 79.05 | 0.19 | |
| UGBAUnlearn Method=CEU2026.03 | 78.77 | 65.62 | 13.15 | |
| TestLinkUnlearn Method=CEU2026.03 | 74.38 | 32.74 | 41.64 | |
| TDGIAUnlearn Method=CEU2026.03 | 61.16 | 62.29 | 1.14 |