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ResearchFormerly WizWand

Graph Classification on CORA (test)

81.72AccuracyGCN (Direct)
39.267250.288661.3172.3314May 21, 2019Jul 12, 2020Sep 3, 2021Oct 26, 2022Dec 18, 2023Feb 8, 2025Apr 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GCN (Direct)Model=GCN, #Params=92,231, Training Protocol=Direct2026.0481.72
GCNEvaluation Protocol=Direct training2026.0481.72
GAT (Direct)Model=GAT, #Params=92,373, Training Protocol=Direct2026.0481.32
GAT (UHN)Model=GAT, #Params=612,117, Training Protocol=UHN2026.0479.81
GCN (UHN)Model=GCN, #Params=612,117, Training Protocol=UHN2026.0479.5
UHNModel=GCN, Evaluation Protocol=Single-task2026.0479.5
UHNModel=GCN, Evaluation Protocol=Multi-task2026.0479.3
(s)KNN-LDSLearning Paradigm=Supervised2019.0572.3
KNN-LDSLearning Paradigm=Supervised2019.0571.5
SSL4RL-7BCategory=SSL4RL-7B, Model=Link2025.1067.7
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1166.6
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1165.3
Qwen2.5-7BCategory=Base model, Model=Qwen2.5-7B2025.1064.8
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1164
SSL4RL-7BCategory=SSL4RL-7B, Model=Attribute2025.1063.8
SSL4RL-7BCategory=SSL4RL-7B, Model=Neighbor2025.1063.1
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1159.8
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1158.4
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1155.1
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1151
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1149.3
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1148.8
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1140.9