Node Classification on Citeseer (Unlearning Evaluation)
74.17Original AccuracyNoAttack
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NoAttackUnlearn Method=GA2026.03 | 74.17 | 68.05 | 0.0612 | |
| NewCopyUnlearn Method=GA2026.03 | 73.93 | 68.59 | 0.0535 | |
| OptimAttackUnlearn Method=GIF2026.03 | 73.81 | 20.66 | 0.5315 | |
| CopyUnlearn Method=GIF2026.03 | 73.75 | 74.11 | 0.0036 | |
| NewCopyUnlearn Method=GIF2026.03 | 73.75 | 73.76 | 0.0001 | |
| NoAttackUnlearn Method=GIF2026.03 | 73.57 | 72.01 | 0.0156 | |
| OptimAttackUnlearn Method=GA2026.03 | 73.45 | 41.38 | 0.3207 | |
| CopyUnlearn Method=GA2026.03 | 73.21 | 71.77 | 0.0144 | |
| TestLinkUnlearn Method=GIF2026.03 | 72.79 | 76.28 | 0.0348 | |
| OptimAttackUnlearn Method=CEU2026.03 | 72.67 | 22.76 | 0.4991 | |
| NoAttackUnlearn Method=CEU2026.03 | 72.43 | 70.75 | 0.0168 | |
| TestLinkUnlearn Method=GA2026.03 | 72.43 | 74.35 | 0.0192 | |
| TestCopyUnlearn Method=GA2026.03 | 72.37 | 71.17 | 0.012 | |
| TestCopyUnlearn Method=CEU2026.03 | 72.07 | 72.05 | 0.0002 | |
| RandomUnlearn Method=GIF2026.03 | 72.01 | 73.63 | 0.0162 | |
| RandomUnlearn Method=CEU2026.03 | 71.95 | 73.21 | 0.0126 | |
| CopyUnlearn Method=CEU2026.03 | 71.95 | 71.59 | 0.0036 | |
| NewCopyUnlearn Method=CEU2026.03 | 71.95 | 72.07 | 0.0012 | |
| UGBAUnlearn Method=GIF2026.03 | 71.73 | 71.58 | 0.0015 | |
| RandomUnlearn Method=GA2026.03 | 71.71 | 46.13 | 0.2559 | |
| SBAUnlearn Method=GA2026.03 | 71.55 | 68.45 | 0.031 | |
| TestCopyUnlearn Method=GIF2026.03 | 71.53 | 72.43 | 0.009 | |
| UGBAUnlearn Method=GA2026.03 | 71.52 | 42.62 | 0.289 | |
| SBAUnlearn Method=GIF2026.03 | 71.4 | 71.34 | 0.0006 | |
| TestLinkUnlearn Method=CEU2026.03 | 69.67 | 74.11 | 0.0444 | |
| SBAUnlearn Method=CEU2026.03 | 69.41 | 69.47 | 0.0006 | |
| UGBAUnlearn Method=CEU2026.03 | 69.26 | 69.26 | 0 | |
| TDGIAUnlearn Method=GIF2026.03 | 69.17 | 65.56 | 0.0361 | |
| TDGIAUnlearn Method=GA2026.03 | 69.11 | 68.3 | 0.0081 | |
| TDGIAUnlearn Method=CEU2026.03 | 51.58 | 48.57 | 0.0301 |