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ResearchFormerly WizWand

Backdoor Attack on SIDER

99.17ASRChemBack
34.242851.098967.95584.8111Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ChemBackDefense=Raw, Poisoning Rate (alpha)=10%2026.0699.17
ChemBackDefense=Spectral, Poisoning Rate (alpha)=10%2026.0698.52
ChemBackDefense=RGCN, Poisoning Rate (alpha)=10%2026.0696.87
ChemBackDefense=DShield, Poisoning Rate (alpha)=10%2026.0696.39
ChemBackDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0693.46
ChemBackDefense=RIGBD, Poisoning Rate (alpha)=10%2026.0692.74
UGBADefense=Raw, Poisoning Rate (alpha)=10%2026.0686.18
UGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.0684.97
MBDefense=Raw, Poisoning Rate (alpha)=10%2026.0683.28
UGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.0682.74
UGBADefense=DShield, Poisoning Rate (alpha)=10%2026.0682.36
UGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0680.37
GTADefense=Raw, Poisoning Rate (alpha)=10%2026.0666.47
MBDefense=Spectral, Poisoning Rate (alpha)=10%2026.0663.17
MBDefense=DShield, Poisoning Rate (alpha)=10%2026.0658.42
MBDefense=RGCN, Poisoning Rate (alpha)=10%2026.0655.83
DPGBADefense=Raw, Poisoning Rate (alpha)=10%2026.0649.67
DPGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0648.86
DPGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.0648.72
DPGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.0648.31
DPGBADefense=DShield, Poisoning Rate (alpha)=10%2026.0647.16
GTADefense=Spectral, Poisoning Rate (alpha)=10%2026.0645.36
DPGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.0644.26
GTADefense=RGCN, Poisoning Rate (alpha)=10%2026.0642.19
UGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.0641.28
MBDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0641.24
GTADefense=DShield, Poisoning Rate (alpha)=10%2026.0640.78
MBDefense=RIGBD, Poisoning Rate (alpha)=10%2026.0640.69
GTADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.0638.21
GTADefense=RIGBD, Poisoning Rate (alpha)=10%2026.0636.74