List your company
ResearchFormerly WizWand

Node Classification on Citeseer Poisoned

78.84AccuracyASPECT
55.658461.676767.69573.7133Apr 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ASPECTPoisoning protocol=Metattack, Attack rate=10%2026.0478.847.03—
ARIELPoisoning protocol=Metattack, Attack rate=10%2026.0476.1710.45—
GREETPoisoning protocol=Metattack, Attack rate=10%2026.0475.449.61—
CCA-SSGPoisoning protocol=Metattack, Attack rate=10%2026.0474.8812.57—
RDGIPoisoning protocol=Metattack, Attack rate=10%2026.0473.9210.03—
PolyGCLPoisoning protocol=Metattack, Attack rate=10%2026.0472.5114.68—
GraphCLPoisoning protocol=Metattack, Attack rate=10%2026.0472.412.65—
DGIPoisoning protocol=Metattack, Attack rate=10%2026.0472.259.11—
GBTPoisoning protocol=Metattack, Attack rate=10%2026.0472.0710.71—
S3GCLPoisoning protocol=Metattack, Attack rate=10%2026.0471.7213.12—
GGDPoisoning protocol=Metattack, Attack rate=10%2026.047111.89—
GMIPoisoning protocol=Metattack, Attack rate=10%2026.0470.6712.14—
GRACEPoisoning protocol=Metattack, Attack rate=10%2026.0470.6710.03—
MVGRLPoisoning protocol=Metattack, Attack rate=10%2026.0470.3110.35—
SP-GCLPoisoning protocol=Metattack, Attack rate=10%2026.0470.1212.29—
BGRLPoisoning protocol=Metattack, Attack rate=10%2026.0468.113.62—
GCAPoisoning protocol=Metattack, Attack rate=10%2026.0456.5512.68—
FGAVictim Model=GCN, Budget=12026.05——31.87
FGAVictim Model=GNNGuard, Budget=12026.05——4.4
GOttackVictim Model=GCN, Budget=12026.05——34.27
GOttackVictim Model=GNNGuard, Budget=12026.05——4.8
L1D-RNDVictim Model=GCN, Budget=12026.05——16.27
L1D-RNDVictim Model=GNNGuard, Budget=12026.05——4.8
NETTACKVictim Model=GCN, Budget=12026.05——36.4
NETTACKVictim Model=GNNGuard, Budget=12026.05——6
PGDVictim Model=GCN, Budget=12026.05——30.8
PGDVictim Model=GNNGuard, Budget=12026.05——3.2
PR-BCD (NA)Victim Model=GCN, Budget=12026.05——34.27
PR-BCD (NA)Victim Model=GNNGuard, Budget=12026.05——3.2
SGAVictim Model=GCN, Budget=12026.05——25.2
SGAVictim Model=GNNGuard, Budget=12026.05——4.8