Node Classification on Citeseer (test) (Unlearning Metrics)
0Accuracy DropPEA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PEAr=0.001, nv=3, Defending Model=GCN2026.03 | 0 | — | — | — | 0 | |
| AGIAr=0.001, nv=3, Defending Model=GCN2026.03 | 0.15 | — | — | — | 0.11 | |
| TDGIAr=0.001, nv=3, Defending Model=GCN2026.03 | 0.15 | — | — | — | 0.11 | |
| ATDGIAr=0.001, nv=3, Defending Model=GCN2026.03 | 0.18 | — | — | — | 0.17 | |
| PEAr=0.01, nv=33, Defending Model=GCN2026.03 | 0.26 | — | — | — | 0.45 | |
| NoAttackUnlearn Method=GIF2026.03 | 1.56 | 73.57 | 72.01 | — | — | |
| ATDGIAr=0.01, nv=33, Defending Model=GCN2026.03 | 1.99 | — | — | — | 1.92 | |
| AGIAr=0.01, nv=33, Defending Model=GCN2026.03 | 2.26 | — | — | — | 2.03 | |
| TDGIAr=0.01, nv=33, Defending Model=GCN2026.03 | 2.32 | — | — | — | 2.08 | |
| TDGIAr=0.05, nv=166, Defending Model=GCN2026.03 | 8.49 | — | — | — | 7.58 | |
| AGIAr=0.05, nv=166, Defending Model=GCN2026.03 | 8.61 | — | — | — | 7.68 | |
| TDGIAr=0.1, nv=332, Defending Model=GCN2026.03 | 10.81 | — | — | — | 9.55 | |
| AGIAr=0.1, nv=332, Defending Model=GCN2026.03 | 11.05 | — | — | — | 9.66 | |
| ATDGIAr=0.05, nv=166, Defending Model=GCN2026.03 | 12.92 | — | — | — | 11.23 | |
| ATDGIAr=0.1, nv=332, Defending Model=GCN2026.03 | 14.61 | — | — | — | 12.62 | |
| PEAr=0.05, nv=166, Defending Model=GCN2026.03 | 15.16 | — | — | — | 17.97 | |
| OptimAttackUnlearn Method=GA2026.03 | 32.07 | 73.45 | 41.38 | — | — | |
| PEAr=0.1, nv=332, Defending Model=GCN2026.03 | 37.64 | — | — | — | 45.38 | |
| OptimAttackUnlearn Method=CEU2026.03 | 49.91 | 72.67 | 22.76 | — | — | |
| OptimAttackUnlearn Method=GIF2026.03 | 53.15 | 73.81 | 20.66 | — | — | |
| Clean GraphDefending Model=GCN2026.03 | — | 77.68 | — | 67.38 | — |