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ResearchFormerly WizWand

Graph Classification on PubMed (test)

78.15AccuracyGCN (UHN)
40.76250.468560.17569.8815Oct 18, 2025Nov 14, 2025Dec 12, 2025Jan 9, 2026Feb 5, 2026Mar 5, 2026Apr 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GCN (UHN)Model=GCN, #Params=612,117, Training Protocol=UHN2026.0478.15
GAT (UHN)Model=GAT, #Params=612,117, Training Protocol=UHN2026.0478.01
UHNModel=GAT, Evaluation Protocol=Single-task2026.0478.01
GAT (Direct)Model=GAT, #Params=33,779, Training Protocol=Direct2026.0477
GATEvaluation Protocol=Direct training2026.0477
UHNModel=GAT, Evaluation Protocol=Multi-task2026.0476.97
GCN (Direct)Model=GCN, #Params=32,259, Training Protocol=Direct2026.0476.91
SSL4RL-7BCategory=SSL4RL-7B, Model=Link2025.1072.27
SSL4RL-7BCategory=SSL4RL-7B, Model=Neighbor2025.1070.87
Qwen2.5-7BCategory=Base model, Model=Qwen2.5-7B2025.1069.86
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1168.8
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1167.1
SSL4RL-7BCategory=SSL4RL-7B, Model=Attribute2025.1059.55
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1159.5
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1158.3
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1155.9
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1151
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1147.3
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1146.7
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1145.2
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1142.2