Node Classification on Cora (test) (Unlearned Performance)
85.24Original AccuracyCopy
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CopyUnlearn Method=GA2026.03 | 85.24 | 82.58 | 0.0266 | |
| NoAttackUnlearn Method=GIF2026.03 | 85.02 | 84.58 | 0.0044 | |
| CopyUnlearn Method=GIF2026.03 | 84.94 | 84.5 | 0.0044 | |
| NoAttackUnlearn Method=GA2026.03 | 84.43 | 81.77 | 0.0266 | |
| NewCopyUnlearn Method=GA2026.03 | 83.25 | 86.35 | 0.031 | |
| UGBAUnlearn Method=GA2026.03 | 83.22 | 77.67 | 0.0555 | |
| RandomUnlearn Method=GIF2026.03 | 83.17 | 84.35 | 0.0118 | |
| NewCopyUnlearn Method=GIF2026.03 | 83.17 | 84.35 | 0.0118 | |
| UGBAUnlearn Method=GIF2026.03 | 83.11 | 70.91 | 0.122 | |
| TestCopyUnlearn Method=GIF2026.03 | 83.03 | 82.95 | 0.0007 | |
| RandomUnlearn Method=GA2026.03 | 82.95 | 51.66 | 0.3129 | |
| SBAUnlearn Method=GA2026.03 | 82.88 | 83.48 | 0.0059 | |
| TestCopyUnlearn Method=GA2026.03 | 82.73 | 78.45 | 0.0428 | |
| SBAUnlearn Method=GIF2026.03 | 82.59 | 82.33 | 0.0026 | |
| OptimAttackUnlearn Method=GA2026.03 | 82.58 | 47.9 | 0.3469 | |
| CopyUnlearn Method=CEU2026.03 | 82.21 | 82.2 | 0.0001 | |
| NoAttackUnlearn Method=CEU2026.03 | 82.14 | 81.92 | 0.0022 | |
| OptimAttackUnlearn Method=GIF2026.03 | 81.62 | 61.03 | 0.2059 | |
| TestCopyUnlearn Method=CEU2026.03 | 81.55 | 81.77 | 0.0022 | |
| RandomUnlearn Method=CEU2026.03 | 81.03 | 82.44 | 0.014 | |
| NewCopyUnlearn Method=CEU2026.03 | 80.89 | 82.29 | 0.014 | |
| UGBAUnlearn Method=CEU2026.03 | 80.85 | 69.09 | 0.1176 | |
| SBAUnlearn Method=CEU2026.03 | 80.37 | 79.93 | 0.0044 | |
| OptimAttackUnlearn Method=CEU2026.03 | 79.04 | 58.01 | 0.2103 | |
| TestLinkUnlearn Method=GIF2026.03 | 78.01 | 83.32 | 0.0531 | |
| TestLinkUnlearn Method=GA2026.03 | 77.86 | 83.91 | 0.0605 | |
| TDGIAUnlearn Method=GIF2026.03 | 75.38 | 72.31 | 0.0307 | |
| TestLinkUnlearn Method=CEU2026.03 | 74.98 | 81.85 | 0.0686 | |
| TDGIAUnlearn Method=GA2026.03 | 73.97 | 75.12 | 0.0115 | |
| TDGIAUnlearn Method=CEU2026.03 | 53.09 | 52.79 | 0.003 |