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Node Classification on Squirrel (average over 5 different splits)

33.64AccuracyFAGCN
27.08828.78930.4932.191May 27, 2022

Evaluation results

MethodLinks
FAGCNAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=0, Number of Layers=2, epsilon={0.3, 0.4, 0.5}2022.0533.64
EvenNetAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=0, alpha=0.1, K=102022.0533.21
GPRGNNAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=0, alpha=0.1, K=102022.0532.47
GCNAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=02022.0531.16
MLPAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=02022.0530.31
H2GCNAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=0, Number of Layers=22022.0528.41
EGCNGuardAttack Method=MinMax, Perturb Ratio=20%, Surrogate Model=GCN, Weight Decay=0, Threshold=0.12022.0527.34