Conformal Node Classification on CoraML
0.9Prediction Set Size (alpha=0.1)CP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CPModel=GCN2025.12 | 0.9 | — | 4 | |
| CPModel=GAT2025.12 | 0.9 | — | 3.92 | |
| CPModel=SGC2025.12 | 0.9 | — | 4.01 | |
| CF-GNNModel=GCN2025.12 | 0.9 | — | 1.85 | |
| CF-GNNModel=GAT2025.12 | 0.9 | — | 1.94 | |
| CF-GNNModel=SGC2025.12 | 0.9 | — | 1.81 | |
| EC3Model=GCN2025.12 | 0.9 | — | 1.5 | |
| EC3Model=GAT2025.12 | 0.9 | — | 1.68 | |
| EC3Model=SGC2025.12 | 0.9 | — | 1.58 | |
| SNAPSCalibration set size=1000, Non-conformity scores=APS, Training/validation nodes per class=20, Number of GCN trials=10, Number of conformal splits=1002024.05 | 1.31 | 1.68 | 0.73 | |
| CF-GNNCalibration set size=1000, Non-conformity scores=APS, Training/validation nodes per class=20, Number of GCN trials=10, Number of conformal splits=1002024.05 | 1.68 | 2.6 | 142 |