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ResearchFormerly WizWand

Graph Classification on CITESEER (test)

73.7Accuracy(s)KNN-LDS
38.44447.59756.7565.903May 21, 2019Jul 12, 2020Sep 3, 2021Oct 26, 2022Dec 18, 2023Feb 8, 2025Apr 2, 2026
Updated 7mo ago

Evaluation results

MethodLinks
(s)KNN-LDSLearning Paradigm=Supervised2019.0573.7
KNN-LDSLearning Paradigm=Supervised2019.0571.5
GAT (Direct)Model=GAT, #Params=237,586, Training Protocol=Direct2026.0469.99
GCN (Direct)Model=GCN, #Params=237,446, Training Protocol=Direct2026.0469.96
GAT (UHN)Model=GAT, #Params=612,117, Training Protocol=UHN2026.0468.19
GCN (UHN)Model=GCN, #Params=612,117, Training Protocol=UHN2026.0465.29
SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1160.7
MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1159.9
GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1152.1
GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1149.6
DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1148.9
GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1148.2
GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1146.6
GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1144.7
MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1143.7
GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.1139.8