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ResearchFormerly WizWand

Graph Classification on Cora v1 (target)

69.7AccuracySA2GFM
41.20448.6025663.398Nov 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1169.7
SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1169.5
GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1169
SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1168.4
MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1167.8
MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1165.9
MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1165.8
SA2GFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1164.6
MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1164.2
MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1163.5
GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1163.5
MDGFMshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1162.6
GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1162.4
GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1162.1
GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1161
MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1160
GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1159.2
GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1158.7
GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1158.5
GCOPEshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1158.5
GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1157.1
GraphBridgeshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1156.6
DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1154.6
GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1154.5
MDGPTshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1153.9
DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1153
GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1152.2
GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1151.2
GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1150.8
DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1150.7
GraphPromptshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1150.3
DGIshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1149.6
GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=struct.2025.1148.2
GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1148.2
GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1147.1
GATshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1145.4
GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=feat.2025.1144.9
GraphCLshots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1143.9
GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=evas.2025.1142.9
GCN (backbone)shots=5-shot, setting=Cross-Dataset, source_datasets=CiteSeer, PubMed, ogbn-Home, Wiki-CS, noise_attack=pois.2025.1142.3