Graph Classification on Cora v1 (target)
69.7AccuracySA2GFM
Evaluation Results
| Method | Links | |
|---|---|---|
| SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 69.7 | |
| SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 69.5 | |
| GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 69 | |
| SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 68.4 | |
| MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 67.8 | |
| MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 65.9 | |
| MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 65.8 | |
| SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 64.6 | |
| MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 64.2 | |
| MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 63.5 | |
| GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 63.5 | |
| MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 62.6 | |
| GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 62.4 | |
| GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 62.1 | |
| GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 61 | |
| MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 60 | |
| GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 59.2 | |
| GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 58.7 | |
| GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 58.5 | |
| GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 58.5 | |
| GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 57.1 | |
| GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 56.6 | |
| DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 54.6 | |
| GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 54.5 | |
| MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 53.9 | |
| DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 53 | |
| GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 52.2 | |
| GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 51.2 | |
| GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 50.8 | |
| DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 50.7 | |
| GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 50.3 | |
| DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 49.6 | |
| GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.11 | 48.2 | |
| GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 48.2 | |
| GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 47.1 | |
| GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 45.4 | |
| GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.11 | 44.9 | |
| GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 43.9 | |
| GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.11 | 42.9 | |
| GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.11 | 42.3 |