Backdoor Attack on SIDER
99.17ASRChemBack
Evaluation Results
| Method | Links | |
|---|---|---|
| ChemBackDefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 99.17 | |
| ChemBackDefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 98.52 | |
| ChemBackDefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 96.87 | |
| ChemBackDefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 96.39 | |
| ChemBackDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 93.46 | |
| ChemBackDefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 92.74 | |
| UGBADefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 86.18 | |
| UGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 84.97 | |
| MBDefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 83.28 | |
| UGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 82.74 | |
| UGBADefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 82.36 | |
| UGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 80.37 | |
| GTADefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 66.47 | |
| MBDefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 63.17 | |
| MBDefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 58.42 | |
| MBDefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 55.83 | |
| DPGBADefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 49.67 | |
| DPGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 48.86 | |
| DPGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 48.72 | |
| DPGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 48.31 | |
| DPGBADefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 47.16 | |
| GTADefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 45.36 | |
| DPGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 44.26 | |
| GTADefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 42.19 | |
| UGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 41.28 | |
| MBDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 41.24 | |
| GTADefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 40.78 | |
| MBDefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 40.69 | |
| GTADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 38.21 | |
| GTADefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 36.74 |