Confidence Calibration on Citeseer
3.1ECEMS
Evaluation Results
| Method | Links | |
|---|---|---|
| MSAttack Type=Overconfidence Attack2026.06 | 3.1 | |
| GATSModel=GAT2022.10 | 3.86 | |
| DCGCAttack Type=Overconfidence Attack2026.06 | 3.9 | |
| TSAttack Type=Overconfidence Attack2026.06 | 4.1 | |
| IRMModel=GAT2022.10 | 4.15 | |
| GATSModel=GCN2022.10 | 4.43 | |
| DIRModel=GAT2022.10 | 4.87 | |
| IRMModel=GCN2022.10 | 5.08 | |
| MSBackbone=GAT, Label Rate (L/C)=602021.09 | 5.19 | |
| MSBackbone=GCN, Label Rate (L/C)=602021.09 | 5.21 | |
| CaGCNBackbone=GAT, Label Rate (L/C)=602021.09 | 5.25 | |
| CaGCNBackbone=GAT, Label Rate (L/C)=402021.09 | 5.32 | |
| MSBackbone=GCN, Label Rate (L/C)=402021.09 | 5.38 | |
| DIRModel=GCN2022.10 | 5.4 | |
| CaGCNBackbone=GCN, Label Rate (L/C)=402021.09 | 5.45 | |
| CaGCNBackbone=GCN, Label Rate (L/C)=602021.09 | 5.46 | |
| TSBackbone=GCN, Label Rate (L/C)=602021.09 | 5.59 | |
| CaGCNBackbone=GAT, Label Rate (L/C)=202021.09 | 5.72 | |
| MSBackbone=GAT, Label Rate (L/C)=402021.09 | 5.9 | |
| CaGCNBackbone=GCN, Label Rate (L/C)=202021.09 | 5.95 | |
| TSBackbone=GCN, Label Rate (L/C)=402021.09 | 6.01 | |
| SplineModel=GAT2022.10 | 6.07 | |
| OIModel=GAT2022.10 | 6.08 | |
| CaGCNAttack Type=Overconfidence Attack2026.06 | 6.1 | |
| MSBackbone=GAT, Label Rate (L/C)=202021.09 | 6.33 | |
| OIModel=GCN2022.10 | 6.36 | |
| VSAttack Type=Overconfidence Attack2026.06 | 6.4 | |
| TSBackbone=GCN, Label Rate (L/C)=202021.09 | 6.41 | |
| MSBackbone=GCN, Label Rate (L/C)=202021.09 | 6.44 | |
| TSBackbone=GAT, Label Rate (L/C)=602021.09 | 6.48 | |
| SplineModel=GCN2022.10 | 6.7 | |
| TSBackbone=GAT, Label Rate (L/C)=402021.09 | 7.97 | |
| UncalibratedBackbone=GCN, Label Rate (L/C)=602021.09 | 8.06 | |
| TSBackbone=GAT, Label Rate (L/C)=202021.09 | 9.16 | |
| UncalibratedBackbone=GCN, Label Rate (L/C)=402021.09 | 9.57 | |
| UncalModel=GCN2022.10 | 10.66 | |
| UncalibratedBackbone=GAT, Label Rate (L/C)=602021.09 | 10.9 | |
| UncalibratedBackbone=GCN, Label Rate (L/C)=202021.09 | 12.48 | |
| UncalibratedBackbone=GAT, Label Rate (L/C)=402021.09 | 12.52 | |
| UncalibratedBackbone=GAT, Label Rate (L/C)=202021.09 | 15.34 | |
| UncalModel=GAT2022.10 | 22.88 |