Node Classification on Citeseer (F1, BACC)
65.09F1 ScoreSAGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAGE2026.04 | 65.09 | 65.52 | |
| GT2026.04 | 64.4 | 64.93 | |
| GAT2026.04 | 63.92 | 64.47 | |
| MLP2026.04 | 63.81 | 64.29 | |
| GCB2026.04 | 63.22 | 63.54 | |
| GCN2026.04 | 62.47 | 63.05 | |
| DIR-GNN2026.04 | 62.1 | 64.67 | |
| GCBupsampling ratio=10, setting=OOD2026.04 | 58.08 | 65.52 | |
| VGIB2026.04 | 53.9 | 56.99 | |
| SEGNN2026.04 | 52.12 | 55.67 | |
| GIB2026.04 | 49.28 | 53.88 | |
| GATupsampling ratio=10, setting=OOD2026.04 | 48.46 | 61.74 | |
| GCNupsampling ratio=10, setting=OOD2026.04 | 43.58 | 54.79 | |
| CE-FedGNN2026.05 | 43.43 | — | |
| MLPupsampling ratio=10, setting=OOD2026.04 | 41.44 | 56.87 | |
| FedGCN2026.05 | 40.42 | — | |
| Swift2026.05 | 40.23 | — | |
| FedGNN-ST2026.05 | 39.72 | — | |
| FedPUB2026.05 | 36.96 | — | |
| SAGEupsampling ratio=10, setting=OOD2026.04 | 35.75 | 53.22 | |
| GTupsampling ratio=10, setting=OOD2026.04 | 30.8 | 50.68 | |
| VGIBupsampling ratio=10, setting=OOD2026.04 | 24.29 | 48.2 | |
| FedAvg2026.05 | 21.89 | — | |
| SC2026.05 | 20.49 | — | |
| DIR-GNNupsampling ratio=10, setting=OOD2026.04 | 15.56 | 42.93 | |
| GIBupsampling ratio=10, setting=OOD2026.04 | 14.94 | 42.42 | |
| FedSage+2026.05 | 11.28 | — |