Graph Backdoor Attack on Eth-Phish&Hack
99ASRNI-GDBA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NI-GDBAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 99 | 86 | 87 | |
| FedShiftsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 99 | 86 | 87 | |
| FedShiftDefense=Foolsgold2026.03 | 83 | — | — | |
| GTADefense=Foolsgold2026.03 | 82 | — | — | |
| NI-GDBADefense=Foolsgold2026.03 | 78 | — | — | |
| NI-GDBADefense=Krum2026.03 | 78 | — | — | |
| NI-GDBADefense=Bulyan2026.03 | 78 | — | — | |
| FedShiftDefense=Krum2026.03 | 78 | — | — | |
| FedShiftDefense=Bulyan2026.03 | 78 | — | — | |
| GTADefense=Krum2026.03 | 75 | — | — | |
| GTADefense=Bulyan2026.03 | 75 | — | — | |
| GTAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 49 | 45 | 86 | |
| Opt-GDBADefense=Krum2026.03 | 44 | — | — | |
| Opt-GDBADefense=Bulyan2026.03 | 44 | — | — | |
| Rand-GDBADefense=Krum2026.03 | 42 | — | — | |
| Rand-GDBADefense=Bulyan2026.03 | 42 | — | — | |
| Opt-GDBADefense=Foolsgold2026.03 | 6 | — | — | |
| Rand-GDBAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 4 | 4 | 86 | |
| Opt-GDBAsetting=Q1, malicious client proportion (|CM|/N)=0.052026.03 | 4 | 4 | 86 | |
| Rand-GDBADefense=Foolsgold2026.03 | 4 | — | — |