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ResearchFormerly WizWand

Node Classification on CORA poisoning (Misclassification Rate)

6.93Misclassification RateL1D-RND
5.868413.034220.227.3658May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
L1D-RNDVictim Model=GNNGuard, Budget=12026.056.93
PGDVictim Model=GNNGuard, Budget=12026.056.93
FGAVictim Model=GNNGuard, Budget=12026.057.47
NETTACKVictim Model=GNNGuard, Budget=12026.057.47
PR-BCD (NA)Victim Model=GNNGuard, Budget=12026.058.93
SGAVictim Model=GNNGuard, Budget=12026.059.6
GOttackVictim Model=GNNGuard, Budget=12026.0510.27
L1D-RNDVictim Model=GCN, Budget=12026.0515.47
SGAVictim Model=GCN, Budget=12026.0529.33
FGAVictim Model=GCN, Budget=12026.0530
PGDVictim Model=GCN, Budget=12026.0531.73
PR-BCD (NA)Victim Model=GCN, Budget=12026.0532.8
GOttackVictim Model=GCN, Budget=12026.0533.33
NETTACKVictim Model=GCN, Budget=12026.0533.47