Backdoor Attack on BBBP
73.16Attack Success Rate (ASR)GTA
Evaluation Results
| Method | Links | |
|---|---|---|
| GTADefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 73.16 | |
| MBDefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 72.18 | |
| ChemBackDefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 69.36 | |
| DPGBADefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 69.24 | |
| ChemBackDefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 68.74 | |
| ChemBackDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 68.28 | |
| DPGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 68.16 | |
| ChemBackDefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 67.13 | |
| DPGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 66.83 | |
| ChemBackDefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 66.58 | |
| DPGBADefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 65.47 | |
| ChemBackDefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 61.37 | |
| UGBADefense=Raw, Poisoning Rate (alpha)=10%2026.06 | 60.67 | |
| UGBADefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 59.38 | |
| UGBADefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 57.46 | |
| UGBADefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 56.21 | |
| MBDefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 50.26 | |
| DPGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 49.31 | |
| GTADefense=Spectral, Poisoning Rate (alpha)=10%2026.06 | 48.93 | |
| DPGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 48.92 | |
| MBDefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 46.83 | |
| MBDefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 46.74 | |
| GTADefense=RGCN, Poisoning Rate (alpha)=10%2026.06 | 45.86 | |
| MBDefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 43.72 | |
| GTADefense=DShield, Poisoning Rate (alpha)=10%2026.06 | 42.17 | |
| GTADefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 37.42 | |
| GTADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 36.94 | |
| MBDefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 35.61 | |
| UGBADefense=PGNNCert, Poisoning Rate (alpha)=10%2026.06 | 35.24 | |
| UGBADefense=RIGBD, Poisoning Rate (alpha)=10%2026.06 | 34.87 |