Node Classification on CiteSeer (Acc, F1)
0.784AccuracyBES
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BES2026.06 | 0.784 | — | |
| SSGC2026.06 | 0.781 | — | |
| SGC2026.06 | 0.7799 | — | |
| H2GCN2026.06 | 0.7774 | — | |
| SGNN2026.06 | 0.7734 | — | |
| IGCL2026.06 | 0.773 | — | |
| GraphSAGE2026.06 | 0.7679 | — | |
| GAT2026.06 | 0.7624 | — | |
| KGNN2026.06 | 0.7614 | — | |
| MPNN-GCNBackbone=GCN2026.06 | 0.7604 | — | |
| GCN2026.06 | 0.7574 | — | |
| GATv22026.06 | 0.7574 | — | |
| MotifRGC-SAGEBackbone=GraphSAGE2026.06 | 0.7573 | — | |
| MPNN-GATBackbone=GAT2026.06 | 0.7544 | — | |
| GraphECL2026.06 | 0.7539 | — | |
| MotifRGC-GATBackbone=GAT2026.06 | 0.7534 | — | |
| MotifRGC-GCNBackbone=GCN2026.06 | 0.7519 | — | |
| MPNN-SAGEBackbone=GraphSAGE2026.06 | 0.7519 | — | |
| Cheb2026.06 | 0.7469 | — | |
| lrGAE 8Method Category=Structure-based2024.10 | 0.734 | — | |
| CCA-SSGMethod Category=Standard GCL2024.10 | 0.731 | — | |
| AUG-MAEMethod Category=Feature-based2024.10 | 0.731 | — | |
| lrGAE 6Method Category=Structure-based2024.10 | 0.73 | — | |
| MaskGAEMethod Category=Structure-based2024.10 | 0.728 | — | |
| SeeGeraMethod Category=Feature-based2024.10 | 0.726 | — | |
| GraphMAEMethod Category=Feature-based2024.10 | 0.725 | — | |
| lrGAE 7Method Category=Structure-based2024.10 | 0.725 | — | |
| BGRLMethod Category=Standard GCL2024.10 | 0.724 | — | |
| S2GAEMethod Category=Structure-based2024.10 | 0.723 | — | |
| GGDMethod Category=Standard GCL2024.10 | 0.722 | — | |
| GRACEMethod Category=Standard GCL2024.10 | 0.721 | — | |
| GraphMAE2Method Category=Feature-based2024.10 | 0.717 | — | |
| S3GCLMethod Category=Standard GCL2024.10 | 0.715 | — | |
| EPAGCLMethod Category=Standard GCL2024.10 | 0.709 | — | |
| DGIMethod Category=Standard GCL2024.10 | 0.708 | — | |
| RADE-OFBackbone=GCN2026.05 | 0.702 | — | |
| RADE-OFSBackbone=GCN2026.05 | 0.7012 | — | |
| DropoutBackbone=GCN2026.05 | 0.7004 | — | |
| GiGaMAEMethod Category=Feature-based2024.10 | 0.698 | — | |
| DropEdgeBackbone=GCN2026.05 | 0.6942 | — | |
| GCNBackbone=GCN2026.05 | 0.6912 | — | |
| DropNodeBackbone=GCN2026.05 | 0.6842 | — | |
| NodeImport-SAGEBackbone=GraphSAGE2026.06 | 0.6836 | — | |
| Morpher2024.12 | 0.682 | 0.6856 | |
| DropMessageBackbone=GCN2026.05 | 0.6794 | — | |
| NodeImport-GCNBackbone=GCN2026.06 | 0.6773 | — | |
| ImprovedAIO2024.12 | 0.6644 | 0.6653 | |
| NodeImport-GATBackbone=GAT2026.06 | 0.6605 | — | |
| GAEMethod Category=Structure-based2024.10 | 0.649 | — | |
| Fine-tune2024.12 | 0.6487 | 0.6642 | |
| Supervised2024.12 | 0.6391 | 0.6482 | |
| SA2GFMshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.606 | — | |
| MDGFMshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.589 | — | |
| GraphBridgeshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.534 | — | |
| GRAPHCLshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.531 | — | |
| DGIshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.52 | — | |
| GATshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.496 | — | |
| GCOPEshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.496 | — | |
| GAEfMethod Category=Feature-based2024.10 | 0.475 | — | |
| GraphPromptshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.449 | — | |
| MDGPTshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.415 | — | |
| GCNshots=5-shot, attack=targeted evasion attack, p=22025.11 | 0.331 | — | |
| AIO2024.12 | 0.1893 | 0.0692 |