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ResearchFormerly WizWand

Backdoor Attack on BBBP

73.16Attack Success Rate (ASR)GTA
33.338443.676754.01564.3533Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GTADefense=Raw, Poisoning Rate (alpha)=10%2026.0673.16
MBDefense=Raw, Poisoning Rate (alpha)=10%2026.0672.18
ChemBackDefense=Raw, Poisoning Rate (alpha)=10%2026.0669.36
DPGBADefense=Raw, Poisoning Rate (alpha)=10%2026.0669.24
ChemBackDefense=Spectral, Poisoning Rate (alpha)=10%2026.0668.74
ChemBackDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0668.28
DPGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.0668.16
ChemBackDefense=RGCN, Poisoning Rate (alpha)=10%2026.0667.13
DPGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.0666.83
ChemBackDefense=DShield, Poisoning Rate (alpha)=10%2026.0666.58
DPGBADefense=DShield, Poisoning Rate (alpha)=10%2026.0665.47
ChemBackDefense=RIGBD, Poisoning Rate (alpha)=10%2026.0661.37
UGBADefense=Raw, Poisoning Rate (alpha)=10%2026.0660.67
UGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.0659.38
UGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.0657.46
UGBADefense=DShield, Poisoning Rate (alpha)=10%2026.0656.21
MBDefense=Spectral, Poisoning Rate (alpha)=10%2026.0650.26
DPGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0649.31
GTADefense=Spectral, Poisoning Rate (alpha)=10%2026.0648.93
DPGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.0648.92
MBDefense=RGCN, Poisoning Rate (alpha)=10%2026.0646.83
MBDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0646.74
GTADefense=RGCN, Poisoning Rate (alpha)=10%2026.0645.86
MBDefense=DShield, Poisoning Rate (alpha)=10%2026.0643.72
GTADefense=DShield, Poisoning Rate (alpha)=10%2026.0642.17
GTADefense=RIGBD, Poisoning Rate (alpha)=10%2026.0637.42
GTADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0636.94
MBDefense=RIGBD, Poisoning Rate (alpha)=10%2026.0635.61
UGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0635.24
UGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.0634.87