Node Classification on Flickr (Original, Unlearned, ΔAcc)
44.61Original AccuracyNoAttack
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NoAttackUnlearn Method=GA2026.03 | 44.61 | 43.36 | 1.25 | |
| NoAttackUnlearn Method=CEU2026.03 | 44.4 | 44.41 | 0.01 | |
| NewCopyUnlearn Method=GIF2026.03 | 44.38 | 44.35 | 0.03 | |
| RandomUnlearn Method=GA2026.03 | 44.33 | 43.17 | 1.16 | |
| CopyUnlearn Method=CEU2026.03 | 44.32 | 39.87 | 4.44 | |
| TestCopyUnlearn Method=CEU2026.03 | 44.2 | 44.26 | 0.06 | |
| TestCopyUnlearn Method=GA2026.03 | 44.12 | 40.14 | 3.98 | |
| NoAttackUnlearn Method=GIF2026.03 | 43.55 | 43.48 | 0.07 | |
| RandomUnlearn Method=GIF2026.03 | 43.55 | 43.45 | 0.1 | |
| SBAUnlearn Method=GIF2026.03 | 43.39 | 42.2 | 1.19 | |
| SBAUnlearn Method=GA2026.03 | 43.39 | 42.2 | 1.19 | |
| TestCopyUnlearn Method=GIF2026.03 | 43.23 | 39.61 | 3.62 | |
| TestLinkUnlearn Method=CEU2026.03 | 43.22 | 43.21 | 0 | |
| OptimAttackUnlearn Method=CEU2026.03 | 43.22 | 28.58 | 14.64 | |
| OptimAttackUnlearn Method=GIF2026.03 | 43.2 | 28.6 | 14.6 | |
| TestLinkUnlearn Method=GIF2026.03 | 43.19 | 43.17 | 0.02 | |
| RandomUnlearn Method=CEU2026.03 | 43.18 | 43.16 | 0.02 | |
| OptimAttackUnlearn Method=GA2026.03 | 43.18 | 30.12 | 13.06 | |
| NewCopyUnlearn Method=CEU2026.03 | 43.17 | 43.16 | 0.01 | |
| SBAUnlearn Method=CEU2026.03 | 42.32 | 42.3 | 0.02 | |
| UGBAUnlearn Method=CEU2026.03 | 42.19 | 42.18 | 0.01 | |
| UGBAUnlearn Method=GIF2026.03 | 42.08 | 41.67 | 0.41 | |
| UGBAUnlearn Method=GA2026.03 | 42.08 | 41.67 | 0.41 | |
| TDGIAUnlearn Method=GIF2026.03 | 40.57 | 40.35 | 0.22 | |
| TDGIAUnlearn Method=GA2026.03 | 40.55 | 40.02 | 0.53 | |
| TestLinkUnlearn Method=GA2026.03 | 40.54 | 41.83 | 1.28 | |
| TDGIAUnlearn Method=CEU2026.03 | 39.12 | 38.5 | 0.62 | |
| CopyUnlearn Method=GIF2026.03 | 36.48 | 36.44 | 0.04 | |
| NewCopyUnlearn Method=GA2026.03 | 36.15 | 42.98 | 6.83 | |
| CopyUnlearn Method=GA2026.03 | 21.25 | 43.31 | 22.06 |